Overview
Brought to you by YData
Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 7635 |
| Missing cells | 81426 |
| Missing cells (%) | 30.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.0 MiB |
| Average record size in memory | 280.0 B |
Variable types
| Categorical | 18 |
|---|---|
| Text | 16 |
| Numeric | 1 |
address is highly overall correlated with certification_providers and 9 other fields | High correlation |
age_requirement is highly overall correlated with educationaL_requirements and 5 other fields | High correlation |
certification_providers is highly overall correlated with address and 9 other fields | High correlation |
certification_skills is highly overall correlated with address and 9 other fields | High correlation |
company_urls is highly overall correlated with address and 6 other fields | High correlation |
educationaL_requirements is highly overall correlated with age_requirement and 5 other fields | High correlation |
experiencere_requirement is highly overall correlated with age_requirement and 5 other fields | High correlation |
expiry_dates is highly overall correlated with address and 8 other fields | High correlation |
extra_curricular_organization_links is highly overall correlated with address and 8 other fields | High correlation |
issue_dates is highly overall correlated with address and 9 other fields | High correlation |
languages is highly overall correlated with address and 9 other fields | High correlation |
online_links is highly overall correlated with address and 7 other fields | High correlation |
proficiency_levels is highly overall correlated with address and 9 other fields | High correlation |
responsibilities is highly overall correlated with age_requirement and 5 other fields | High correlation |
responsibilities.1 is highly overall correlated with age_requirement and 5 other fields | High correlation |
result_types is highly overall correlated with address and 6 other fields | High correlation |
skills_required is highly overall correlated with age_requirement and 5 other fields | High correlation |
job_position_name is highly overall correlated with age_requirement and 5 other fields | High correlation |
address has 7002 (91.7%) missing values | Missing |
career_objective has 3841 (50.3%) missing values | Missing |
extra_curricular_activity_types has 4903 (64.2%) missing values | Missing |
extra_curricular_organization_names has 4903 (64.2%) missing values | Missing |
extra_curricular_organization_links has 4903 (64.2%) missing values | Missing |
role_positions has 4903 (64.2%) missing values | Missing |
languages has 7066 (92.5%) missing values | Missing |
proficiency_levels has 7066 (92.5%) missing values | Missing |
certification_providers has 6048 (79.2%) missing values | Missing |
certification_skills has 6048 (79.2%) missing values | Missing |
online_links has 6048 (79.2%) missing values | Missing |
issue_dates has 6048 (79.2%) missing values | Missing |
expiry_dates has 6048 (79.2%) missing values | Missing |
experiencere_requirement has 1086 (14.2%) missing values | Missing |
age_requirement has 3264 (42.8%) missing values | Missing |
skills_required has 1371 (18.0%) missing values | Missing |
address is uniformly distributed | Uniform |
responsibilities is uniformly distributed | Uniform |
job_position_name is uniformly distributed | Uniform |
responsibilities.1 is uniformly distributed | Uniform |
skills_required is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2025-01-03 09:55:47.789167 |
|---|---|
| Analysis finished | 2025-01-03 09:55:57.359703 |
| Duration | 9.57 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
address
Categorical
High correlation  Missing  Uniform 
| Distinct | 28 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 7002 |
| Missing (%) | 91.7% |
| Memory size | 59.8 KiB |
| Greer, SC | 27 |
|---|---|
| Denver, CO | 26 |
| Portland, OR | 25 |
| P.O BOX 2200 ELDORET | 25 |
| Hoboken, NJ | 25 |
| Other values (23) |
Length
| Max length | 110 |
|---|---|
| Median length | 50 |
| Mean length | 28.7109 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sunnyvale, CA |
|---|---|
| 2nd row | Sunnyvale, CA |
| 3rd row | Trenton, NJ |
| 4th row | 10 King's College Road, Rm. 3302 Toronto, Ontario, M5S 3G4 Canada |
| 5th row | City, State Zip Code |
Common Values
| Value | Count | Frequency (%) |
| Greer, SC | 27 | 0.4% |
| Denver, CO | 26 | 0.3% |
| Portland, OR | 25 | 0.3% |
| P.O BOX 2200 ELDORET | 25 | 0.3% |
| Hoboken, NJ | 25 | 0.3% |
| 139 Alder Drive, Mississaugua, Ontario, L5N 6P1 | 25 | 0.3% |
| Street name, City, YO1 5DD | 24 | 0.3% |
| 10 King's College Road, Rm. 3302 Toronto, Ontario, M5S 3G4 Canada | 24 | 0.3% |
| Sunnyvale, CA | 24 | 0.3% |
| 1234 Thundar Lane S, Fargo, ND 58102 | 23 | 0.3% |
| Other values (18) | 385 | 5.0% |
| (Missing) | 7002 |
Length
| Value | Count | Frequency (%) |
| of | 91 | 3.1% |
| university | 68 | 2.3% |
| street | 67 | 2.3% |
| city | 66 | 2.2% |
| ontario | 49 | 1.7% |
| canada | 47 | 1.6% |
| nj | 46 | 1.6% |
| drive | 46 | 1.6% |
| computer | 45 | 1.5% |
| science | 45 | 1.5% |
| Other values (101) | 2379 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2316 | 12.7% | |
| e | 1391 | 7.7% |
| , | 997 | 5.5% |
| a | 931 | 5.1% |
| r | 888 | 4.9% |
| n | 883 | 4.9% |
| t | 827 | 4.6% |
| i | 787 | 4.3% |
| o | 701 | 3.9% |
| C | 431 | 2.4% |
| Other values (52) | 8022 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18174 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2316 | 12.7% | |
| e | 1391 | 7.7% |
| , | 997 | 5.5% |
| a | 931 | 5.1% |
| r | 888 | 4.9% |
| n | 883 | 4.9% |
| t | 827 | 4.6% |
| i | 787 | 4.3% |
| o | 701 | 3.9% |
| C | 431 | 2.4% |
| Other values (52) | 8022 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18174 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2316 | 12.7% | |
| e | 1391 | 7.7% |
| , | 997 | 5.5% |
| a | 931 | 5.1% |
| r | 888 | 4.9% |
| n | 883 | 4.9% |
| t | 827 | 4.6% |
| i | 787 | 4.3% |
| o | 701 | 3.9% |
| C | 431 | 2.4% |
| Other values (52) | 8022 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18174 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2316 | 12.7% | |
| e | 1391 | 7.7% |
| , | 997 | 5.5% |
| a | 931 | 5.1% |
| r | 888 | 4.9% |
| n | 883 | 4.9% |
| t | 827 | 4.6% |
| i | 787 | 4.3% |
| o | 701 | 3.9% |
| C | 431 | 2.4% |
| Other values (52) | 8022 |
career_objective
Text
Missing 
| Distinct | 171 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 3841 |
| Missing (%) | 50.3% |
| Memory size | 59.8 KiB |
Length
| Max length | 1425 |
|---|---|
| Median length | 259 |
| Mean length | 226.45809 |
| Min length | 26 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Big data analytics working and database warehouse manager with robust experience in handling all kinds of data. I have also used multiple cloud infrastructure services and am well acquainted with them. Currently in search of role that offers more of development. |
|---|---|
| 2nd row | Fresher looking to join as a data analyst and junior data scientist. Experienced in creating meaningful data dashboards and evaluation models. |
| 3rd row | To obtain a position in a fast-paced business office environment, demanding a strong organizational, technical, and interpersonal position utilizing my skills and attributes. |
| 4th row | Professional accountant with an outstanding work ethic and integrity seeking to make a valuable contribution utilizing strong analytical, organizational, communication, and computer skills. |
| 5th row | To secure an IT specialist, desktop support, network administration, database administrator, technical support specialist or related position with a growing organization where my Microsoft certification, technical aptitude, networking, Windows and Mac OS, Apple and Android IOS, web development, application development, Linux, Microsoft applications, managing, testing, client support, help desk, technical support, troubleshooting, and leadership skills can benefit those who I work for as well as myself. |
| Value | Count | Frequency (%) |
| and | 7912 | 6.2% |
| to | 4868 | 3.8% |
| a | 4301 | 3.4% |
| in | 3484 | 2.7% |
| i | 2690 | 2.1% |
| the | 2461 | 1.9% |
| of | 2426 | 1.9% |
| with | 2311 | 1.8% |
| data | 2255 | 1.8% |
| learning | 2234 | 1.7% |
| Other values (1219) | 92799 |
Most occurring characters
| Value | Count | Frequency (%) |
| 123971 | ||
| e | 81424 | 9.5% |
| n | 69509 | 8.1% |
| a | 62938 | 7.3% |
| i | 61133 | 7.1% |
| t | 53070 | 6.2% |
| o | 51283 | 6.0% |
| r | 41286 | 4.8% |
| s | 38692 | 4.5% |
| l | 32491 | 3.8% |
| Other values (64) | 243385 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 859182 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 123971 | ||
| e | 81424 | 9.5% |
| n | 69509 | 8.1% |
| a | 62938 | 7.3% |
| i | 61133 | 7.1% |
| t | 53070 | 6.2% |
| o | 51283 | 6.0% |
| r | 41286 | 4.8% |
| s | 38692 | 4.5% |
| l | 32491 | 3.8% |
| Other values (64) | 243385 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 859182 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 123971 | ||
| e | 81424 | 9.5% |
| n | 69509 | 8.1% |
| a | 62938 | 7.3% |
| i | 61133 | 7.1% |
| t | 53070 | 6.2% |
| o | 51283 | 6.0% |
| r | 41286 | 4.8% |
| s | 38692 | 4.5% |
| l | 32491 | 3.8% |
| Other values (64) | 243385 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 859182 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 123971 | ||
| e | 81424 | 9.5% |
| n | 69509 | 8.1% |
| a | 62938 | 7.3% |
| i | 61133 | 7.1% |
| t | 53070 | 6.2% |
| o | 51283 | 6.0% |
| r | 41286 | 4.8% |
| s | 38692 | 4.5% |
| l | 32491 | 3.8% |
| Other values (64) | 243385 |
skills
Text
| Distinct | 340 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 43 |
| Missing (%) | 0.6% |
| Memory size | 59.8 KiB |
Length
| Max length | 3104 |
|---|---|
| Median length | 477 |
| Mean length | 370.9053 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Big Data', 'Hadoop', 'Hive', 'Python', 'Mapreduce', 'Spark', 'Java', 'Machine Learning', 'Cloud', 'Hdfs', 'YARN', 'Core Java', 'Data Science', 'C++', 'Data Structures', 'DBMS', 'RDBMS', 'Informatica', 'Talend', 'Amazon Redshift', 'Microsoft Azure'] |
|---|---|
| 2nd row | ['Data Analysis', 'Data Analytics', 'Business Analysis', 'R', 'SAS', 'PowerBi', 'Tableau', 'Data Visualization', 'Business Analytics', 'Machine Learning'] |
| 3rd row | ['Software Development', 'Machine Learning', 'Deep Learning', 'Risk Assessment', 'Requirement Gathering', 'Application Support', 'JavaScript', 'Python', 'Docker', 'HTML', 'Hive', 'CSS', 'C', 'C++'] |
| 4th row | ['accounts payables', 'accounts receivables', 'Accounts Payable', 'Accounts Receivable', 'administrative functions', 'trial balance', 'banking', 'budget', 'bi', 'closing', 'Computer Applications', 'Credit', 'clients', 'Customer Service', 'data entry', 'delivery', 'driving', 'email', 'insurance', 'inventory', 'ledger', 'Access', 'Excel', 'Outlook', 'PowerPoint', 'Word', 'mortgage loan', 'Enterprise', 'policies', 'QuickBooks', 'Sales', 'sales reports', 'telecommunications', 'phone', 'workflow', 'written'] |
| 5th row | ['Analytical reasoning', 'Compliance testing knowledge', 'Effective time management', 'Public and private accounting', 'accounting', 'accounting systems', 'accounts payable', 'accounts receivable', 'administrative', 'AR', 'billing', 'closing', 'client', 'clients', 'documentation', 'financial', 'financial reports', 'preparation of financial reports', 'Preparation of financial statements', 'fixed assets', 'managing', 'month-end closing', 'policies', 'maintain records', 'reporting', 'Research', 'sales', 'tax', 'taxes', 'tax returns', 'annual reports', 'year-end'] |
| Value | Count | Frequency (%) |
| data | 6752 | 2.4% |
| management | 4977 | 1.7% |
| and | 4604 | 1.6% |
| learning | 4292 | 1.5% |
| analysis | 4180 | 1.5% |
| microsoft | 3171 | 1.1% |
| python | 3098 | 1.1% |
| machine | 2926 | 1.0% |
| office | 2676 | 0.9% |
| financial | 2269 | 0.8% |
| Other values (2561) | 248064 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 329711 | 11.7% |
| 279417 | 9.9% | |
| e | 200034 | 7.1% |
| n | 169862 | 6.0% |
| i | 165867 | 5.9% |
| , | 164593 | 5.8% |
| a | 161999 | 5.8% |
| t | 142933 | 5.1% |
| o | 121299 | 4.3% |
| s | 119461 | 4.2% |
| Other values (72) | 960737 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2815913 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 329711 | 11.7% |
| 279417 | 9.9% | |
| e | 200034 | 7.1% |
| n | 169862 | 6.0% |
| i | 165867 | 5.9% |
| , | 164593 | 5.8% |
| a | 161999 | 5.8% |
| t | 142933 | 5.1% |
| o | 121299 | 4.3% |
| s | 119461 | 4.2% |
| Other values (72) | 960737 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2815913 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 329711 | 11.7% |
| 279417 | 9.9% | |
| e | 200034 | 7.1% |
| n | 169862 | 6.0% |
| i | 165867 | 5.9% |
| , | 164593 | 5.8% |
| a | 161999 | 5.8% |
| t | 142933 | 5.1% |
| o | 121299 | 4.3% |
| s | 119461 | 4.2% |
| Other values (72) | 960737 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2815913 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 329711 | 11.7% |
| 279417 | 9.9% | |
| e | 200034 | 7.1% |
| n | 169862 | 6.0% |
| i | 165867 | 5.9% |
| , | 164593 | 5.8% |
| a | 161999 | 5.8% |
| t | 142933 | 5.1% |
| o | 121299 | 4.3% |
| s | 119461 | 4.2% |
| Other values (72) | 960737 |
| Distinct | 328 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 61 |
| Missing (%) | 0.8% |
| Memory size | 59.8 KiB |
Length
| Max length | 212 |
|---|---|
| Median length | 91 |
| Mean length | 48.523633 |
| Min length | 8 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['The Amity School of Engineering & Technology (ASET), Noida'] |
|---|---|
| 2nd row | ['Delhi University - Hansraj College', 'Delhi University - Hansraj College'] |
| 3rd row | ['Birla Institute of Technology (BIT), Ranchi'] |
| 4th row | ['Martinez Adult Education, Business Training Center ï¼ City , State'] |
| 5th row | ['Kent State University'] |
| Value | Count | Frequency (%) |
| university | 6534 | 15.3% |
| of | 3679 | 8.6% |
| college | 2419 | 5.7% |
| technology | 1150 | 2.7% |
| institute | 1140 | 2.7% |
| school | 878 | 2.1% |
| state | 830 | 1.9% |
| engineering | 567 | 1.3% |
| and | 479 | 1.1% |
| high | 433 | 1.0% |
| Other values (638) | 24668 |
Most occurring characters
| Value | Count | Frequency (%) |
| 35203 | 9.6% | |
| e | 24868 | 6.8% |
| i | 24733 | 6.7% |
| ' | 24625 | 6.7% |
| n | 20308 | 5.5% |
| a | 17323 | 4.7% |
| o | 17211 | 4.7% |
| t | 17067 | 4.6% |
| r | 15986 | 4.3% |
| l | 12665 | 3.4% |
| Other values (57) | 157529 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 367518 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 35203 | 9.6% | |
| e | 24868 | 6.8% |
| i | 24733 | 6.7% |
| ' | 24625 | 6.7% |
| n | 20308 | 5.5% |
| a | 17323 | 4.7% |
| o | 17211 | 4.7% |
| t | 17067 | 4.6% |
| r | 15986 | 4.3% |
| l | 12665 | 3.4% |
| Other values (57) | 157529 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 367518 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 35203 | 9.6% | |
| e | 24868 | 6.8% |
| i | 24733 | 6.7% |
| ' | 24625 | 6.7% |
| n | 20308 | 5.5% |
| a | 17323 | 4.7% |
| o | 17211 | 4.7% |
| t | 17067 | 4.6% |
| r | 15986 | 4.3% |
| l | 12665 | 3.4% |
| Other values (57) | 157529 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 367518 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 35203 | 9.6% | |
| e | 24868 | 6.8% |
| i | 24733 | 6.7% |
| ' | 24625 | 6.7% |
| n | 20308 | 5.5% |
| a | 17323 | 4.7% |
| o | 17211 | 4.7% |
| t | 17067 | 4.6% |
| r | 15986 | 4.3% |
| l | 12665 | 3.4% |
| Other values (57) | 157529 |
degree_names
Text
| Distinct | 180 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 61 |
| Missing (%) | 0.8% |
| Memory size | 59.8 KiB |
Length
| Max length | 472 |
|---|---|
| Median length | 125 |
| Mean length | 30.597703 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['B.Tech'] |
|---|---|
| 2nd row | ['B.Sc (Maths)', 'M.Sc (Science) (Statistics)'] |
| 3rd row | ['B.Tech'] |
| 4th row | ['Computer Applications Specialist Certificate Program'] |
| 5th row | ['Bachelor of Business Administration'] |
| Value | Count | Frequency (%) |
| of | 3740 | 13.7% |
| science | 2876 | 10.6% |
| bachelor | 2479 | 9.1% |
| b.tech | 2167 | 8.0% |
| master | 805 | 3.0% |
| business | 620 | 2.3% |
| diploma | 597 | 2.2% |
| administration | 500 | 1.8% |
| degree | 481 | 1.8% |
| computer | 432 | 1.6% |
| Other values (232) | 12543 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 24471 | 10.6% |
| e | 19917 | 8.6% |
| 19666 | 8.5% | |
| c | 14772 | 6.4% |
| o | 12018 | 5.2% |
| i | 10730 | 4.6% |
| n | 9257 | 4.0% |
| a | 8928 | 3.9% |
| B | 8354 | 3.6% |
| r | 8129 | 3.5% |
| Other values (65) | 95505 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 231747 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 24471 | 10.6% |
| e | 19917 | 8.6% |
| 19666 | 8.5% | |
| c | 14772 | 6.4% |
| o | 12018 | 5.2% |
| i | 10730 | 4.6% |
| n | 9257 | 4.0% |
| a | 8928 | 3.9% |
| B | 8354 | 3.6% |
| r | 8129 | 3.5% |
| Other values (65) | 95505 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 231747 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 24471 | 10.6% |
| e | 19917 | 8.6% |
| 19666 | 8.5% | |
| c | 14772 | 6.4% |
| o | 12018 | 5.2% |
| i | 10730 | 4.6% |
| n | 9257 | 4.0% |
| a | 8928 | 3.9% |
| B | 8354 | 3.6% |
| r | 8129 | 3.5% |
| Other values (65) | 95505 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 231747 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 24471 | 10.6% |
| e | 19917 | 8.6% |
| 19666 | 8.5% | |
| c | 14772 | 6.4% |
| o | 12018 | 5.2% |
| i | 10730 | 4.6% |
| n | 9257 | 4.0% |
| a | 8928 | 3.9% |
| B | 8354 | 3.6% |
| r | 8129 | 3.5% |
| Other values (65) | 95505 |
passing_years
Text
| Distinct | 149 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 61 |
| Missing (%) | 0.8% |
| Memory size | 59.8 KiB |
Length
| Max length | 121 |
|---|---|
| Median length | 71 |
| Mean length | 13.737391 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['2019'] |
|---|---|
| 2nd row | ['2015', '2018'] |
| 3rd row | ['2018'] |
| 4th row | ['2008'] |
| 5th row | [None] |
| Value | Count | Frequency (%) |
| 2019 | 1711 | 12.9% |
| n/a | 1241 | 9.3% |
| 2020 | 1210 | 9.1% |
| none | 781 | 5.9% |
| 2018 | 615 | 4.6% |
| 2017 | 598 | 4.5% |
| 2021 | 455 | 3.4% |
| 2010 | 445 | 3.3% |
| 2014 | 396 | 3.0% |
| 2004 | 320 | 2.4% |
| Other values (77) | 5527 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 23466 | |
| 0 | 13427 | |
| 2 | 11502 | |
| 1 | 7612 | 7.3% |
| [ | 7574 | 7.3% |
| ] | 7574 | 7.3% |
| 5725 | 5.5% | |
| , | 4962 | 4.8% |
| 9 | 3908 | 3.8% |
| N | 2022 | 1.9% |
| Other values (40) | 16275 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 104047 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 23466 | |
| 0 | 13427 | |
| 2 | 11502 | |
| 1 | 7612 | 7.3% |
| [ | 7574 | 7.3% |
| ] | 7574 | 7.3% |
| 5725 | 5.5% | |
| , | 4962 | 4.8% |
| 9 | 3908 | 3.8% |
| N | 2022 | 1.9% |
| Other values (40) | 16275 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 104047 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 23466 | |
| 0 | 13427 | |
| 2 | 11502 | |
| 1 | 7612 | 7.3% |
| [ | 7574 | 7.3% |
| ] | 7574 | 7.3% |
| 5725 | 5.5% | |
| , | 4962 | 4.8% |
| 9 | 3908 | 3.8% |
| N | 2022 | 1.9% |
| Other values (40) | 16275 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 104047 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 23466 | |
| 0 | 13427 | |
| 2 | 11502 | |
| 1 | 7612 | 7.3% |
| [ | 7574 | 7.3% |
| ] | 7574 | 7.3% |
| 5725 | 5.5% | |
| , | 4962 | 4.8% |
| 9 | 3908 | 3.8% |
| N | 2022 | 1.9% |
| Other values (40) | 16275 |
| Distinct | 78 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 61 |
| Missing (%) | 0.8% |
| Memory size | 59.8 KiB |
Length
| Max length | 102 |
|---|---|
| Median length | 73 |
| Mean length | 12.611434 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['N/A'] |
|---|---|
| 2nd row | ['N/A', 'N/A'] |
| 3rd row | ['N/A'] |
| 4th row | [None] |
| 5th row | ['3.84'] |
| Value | Count | Frequency (%) |
| n/a | 7016 | |
| none | 3172 | |
| 4.0 | 204 | 1.5% |
| a | 144 | 1.0% |
| 3.7 | 141 | 1.0% |
| 3.8 | 119 | 0.8% |
| 3.5 | 117 | 0.8% |
| cum | 105 | 0.7% |
| laude | 105 | 0.7% |
| 3.6 | 94 | 0.7% |
| Other values (88) | 2808 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 18639 | |
| N | 10188 | |
| [ | 7574 | |
| ] | 7574 | |
| A | 7250 | 7.6% |
| / | 7206 | 7.5% |
| 6451 | 6.8% | |
| , | 4988 | 5.2% |
| n | 3854 | 4.0% |
| e | 3833 | 4.0% |
| Other values (52) | 17962 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 95519 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 18639 | |
| N | 10188 | |
| [ | 7574 | |
| ] | 7574 | |
| A | 7250 | 7.6% |
| / | 7206 | 7.5% |
| 6451 | 6.8% | |
| , | 4988 | 5.2% |
| n | 3854 | 4.0% |
| e | 3833 | 4.0% |
| Other values (52) | 17962 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 95519 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 18639 | |
| N | 10188 | |
| [ | 7574 | |
| ] | 7574 | |
| A | 7250 | 7.6% |
| / | 7206 | 7.5% |
| 6451 | 6.8% | |
| , | 4988 | 5.2% |
| n | 3854 | 4.0% |
| e | 3833 | 4.0% |
| Other values (52) | 17962 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 95519 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 18639 | |
| N | 10188 | |
| [ | 7574 | |
| ] | 7574 | |
| A | 7250 | 7.6% |
| / | 7206 | 7.5% |
| 6451 | 6.8% | |
| , | 4988 | 5.2% |
| n | 3854 | 4.0% |
| e | 3833 | 4.0% |
| Other values (52) | 17962 |
result_types
Categorical
High correlation 
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 61 |
| Missing (%) | 0.8% |
| Memory size | 59.8 KiB |
| ['N/A'] | |
|---|---|
| ['N/A', 'N/A'] | |
| [None] | |
| [None, None] | |
| ['GPA'] | |
| Other values (25) |
Length
| Max length | 94 |
|---|---|
| Median length | 66 |
| Mean length | 11.405466 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [None] |
|---|---|
| 2nd row | ['N/A', 'N/A'] |
| 3rd row | ['N/A'] |
| 4th row | [None] |
| 5th row | [None] |
Common Values
| Value | Count | Frequency (%) |
| ['N/A'] | 2704 | |
| ['N/A', 'N/A'] | 1245 | |
| [None] | 885 | 11.6% |
| [None, None] | 762 | 10.0% |
| ['GPA'] | 541 | 7.1% |
| [None, None, None] | 247 | 3.2% |
| ['N/A', 'N/A', 'N/A'] | 245 | 3.2% |
| ['GPA', 'GPA'] | 223 | 2.9% |
| ['N/A', 'N/A', 'N/A', 'N/A'] | 88 | 1.2% |
| ['GPA', None] | 87 | 1.1% |
| Other values (20) | 547 | 7.2% |
Length
| Value | Count | Frequency (%) |
| n/a | 6686 | |
| none | 4095 | |
| gpa | 1445 | 11.3% |
| percentage | 114 | 0.9% |
| cgpa | 69 | 0.5% |
| honors | 61 | 0.5% |
| every | 44 | 0.3% |
| quarter | 44 | 0.3% |
| major | 23 | 0.2% |
| highest | 22 | 0.2% |
| Other values (7) | 154 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 16838 | |
| N | 10781 | |
| A | 8244 | |
| [ | 7574 | |
| ] | 7574 | |
| / | 6686 | 7.7% |
| 5183 | 6.0% | |
| , | 4940 | 5.7% |
| e | 4723 | 5.5% |
| n | 4358 | 5.0% |
| Other values (24) | 9484 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 86385 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 16838 | |
| N | 10781 | |
| A | 8244 | |
| [ | 7574 | |
| ] | 7574 | |
| / | 6686 | 7.7% |
| 5183 | 6.0% | |
| , | 4940 | 5.7% |
| e | 4723 | 5.5% |
| n | 4358 | 5.0% |
| Other values (24) | 9484 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 86385 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 16838 | |
| N | 10781 | |
| A | 8244 | |
| [ | 7574 | |
| ] | 7574 | |
| / | 6686 | 7.7% |
| 5183 | 6.0% | |
| , | 4940 | 5.7% |
| e | 4723 | 5.5% |
| n | 4358 | 5.0% |
| Other values (24) | 9484 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 86385 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 16838 | |
| N | 10781 | |
| A | 8244 | |
| [ | 7574 | |
| ] | 7574 | |
| / | 6686 | 7.7% |
| 5183 | 6.0% | |
| , | 4940 | 5.7% |
| e | 4723 | 5.5% |
| n | 4358 | 5.0% |
| Other values (24) | 9484 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 61 |
| Missing (%) | 0.8% |
| Memory size | 59.8 KiB |
Length
| Max length | 260 |
|---|---|
| Median length | 95 |
| Mean length | 35.225376 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Electronics'] |
|---|---|
| 2nd row | ['Mathematics', 'Statistics'] |
| 3rd row | ['Electronics/Telecommunication'] |
| 4th row | ['Computer Applications'] |
| 5th row | ['Accounting'] |
| Value | Count | Frequency (%) |
| engineering | 2067 | 8.2% |
| computer | 1811 | 7.2% |
| science | 1679 | 6.6% |
| n/a | 1407 | 5.6% |
| and | 1222 | 4.8% |
| accounting | 970 | 3.8% |
| none | 758 | 3.0% |
| technology | 746 | 2.9% |
| management | 736 | 2.9% |
| business | 726 | 2.9% |
| Other values (232) | 13201 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 24374 | 9.1% |
| ' | 23512 | 8.8% |
| e | 21309 | 8.0% |
| i | 18676 | 7.0% |
| 17749 | 6.7% | |
| c | 14486 | 5.4% |
| o | 12445 | 4.7% |
| t | 12413 | 4.7% |
| a | 11934 | 4.5% |
| r | 10179 | 3.8% |
| Other values (50) | 99720 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 266797 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 24374 | 9.1% |
| ' | 23512 | 8.8% |
| e | 21309 | 8.0% |
| i | 18676 | 7.0% |
| 17749 | 6.7% | |
| c | 14486 | 5.4% |
| o | 12445 | 4.7% |
| t | 12413 | 4.7% |
| a | 11934 | 4.5% |
| r | 10179 | 3.8% |
| Other values (50) | 99720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 266797 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 24374 | 9.1% |
| ' | 23512 | 8.8% |
| e | 21309 | 8.0% |
| i | 18676 | 7.0% |
| 17749 | 6.7% | |
| c | 14486 | 5.4% |
| o | 12445 | 4.7% |
| t | 12413 | 4.7% |
| a | 11934 | 4.5% |
| r | 10179 | 3.8% |
| Other values (50) | 99720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 266797 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 24374 | 9.1% |
| ' | 23512 | 8.8% |
| e | 21309 | 8.0% |
| i | 18676 | 7.0% |
| 17749 | 6.7% | |
| c | 14486 | 5.4% |
| o | 12445 | 4.7% |
| t | 12413 | 4.7% |
| a | 11934 | 4.5% |
| r | 10179 | 3.8% |
| Other values (50) | 99720 |
| Distinct | 199 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
Length
| Max length | 266 |
|---|---|
| Median length | 135 |
| Mean length | 49.603066 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['Coca-COla'] |
|---|---|
| 2nd row | ['BIB Consultancy'] |
| 3rd row | ['Axis Bank Limited'] |
| 4th row | ['Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'N/A'] |
| 5th row | ['Company Name', 'Company Name', 'Company Name', 'Company Name', 'Company Name'] |
| Value | Count | Frequency (%) |
| company | 14400 | |
| name | 14334 | |
| of | 732 | 1.6% |
| university | 646 | 1.4% |
| ltd | 507 | 1.1% |
| n/a | 388 | 0.8% |
| 377 | 0.8% | |
| pvt | 342 | 0.7% |
| science | 255 | 0.6% |
| and | 251 | 0.5% |
| Other values (425) | 13964 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 42370 | 11.3% |
| 38628 | 10.3% | |
| a | 35296 | 9.4% |
| m | 30614 | 8.2% |
| e | 23308 | 6.2% |
| o | 21459 | 5.7% |
| n | 21347 | 5.7% |
| C | 16795 | 4.5% |
| y | 16380 | 4.4% |
| p | 15892 | 4.2% |
| Other values (59) | 113307 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 375396 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 42370 | 11.3% |
| 38628 | 10.3% | |
| a | 35296 | 9.4% |
| m | 30614 | 8.2% |
| e | 23308 | 6.2% |
| o | 21459 | 5.7% |
| n | 21347 | 5.7% |
| C | 16795 | 4.5% |
| y | 16380 | 4.4% |
| p | 15892 | 4.2% |
| Other values (59) | 113307 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 375396 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 42370 | 11.3% |
| 38628 | 10.3% | |
| a | 35296 | 9.4% |
| m | 30614 | 8.2% |
| e | 23308 | 6.2% |
| o | 21459 | 5.7% |
| n | 21347 | 5.7% |
| C | 16795 | 4.5% |
| y | 16380 | 4.4% |
| p | 15892 | 4.2% |
| Other values (59) | 113307 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 375396 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 42370 | 11.3% |
| 38628 | 10.3% | |
| a | 35296 | 9.4% |
| m | 30614 | 8.2% |
| e | 23308 | 6.2% |
| o | 21459 | 5.7% |
| n | 21347 | 5.7% |
| C | 16795 | 4.5% |
| y | 16380 | 4.4% |
| p | 15892 | 4.2% |
| Other values (59) | 113307 |
company_urls
Categorical
High correlation 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
| ['N/A'] | |
|---|---|
| [None, None, None] | |
| [None, None, None, None] | |
| [None] | |
| [None, None] | |
| Other values (11) |
Length
| Max length | 277 |
|---|---|
| Median length | 48 |
| Mean length | 18.033034 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [None] |
|---|---|
| 2nd row | ['N/A'] |
| 3rd row | ['N/A'] |
| 4th row | [None, None, None, None, None, None] |
| 5th row | [None, None, None, None, None] |
Common Values
| Value | Count | Frequency (%) |
| ['N/A'] | 1944 | |
| [None, None, None] | 1164 | |
| [None, None, None, None] | 1049 | |
| [None] | 1024 | |
| [None, None] | 527 | 6.9% |
| [None, None, None, None, None] | 453 | 5.9% |
| [None, None, None, None, None, None] | 356 | 4.7% |
| ['N/A', 'N/A', 'N/A'] | 269 | 3.5% |
| ['N/A', 'N/A'] | 262 | 3.4% |
| [None, None, None, None, None, None, None] | 243 | 3.2% |
| Other values (6) | 277 | 3.6% |
Length
| Value | Count | Frequency (%) |
| none | 17273 | |
| n/a | 3723 | 17.5% |
| https://www.calero.com | 25 | 0.1% |
| https://www.clacorp.com | 25 | 0.1% |
| https://www.pictureu.com | 25 | 0.1% |
| https://www.ticketalternative.com | 25 | 0.1% |
| https://www.triplingo.com | 25 | 0.1% |
| https://www.deposco.com | 25 | 0.1% |
| https://www.servigistics.com | 25 | 0.1% |
| https://www.commercescience.com | 25 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 20996 | |
| o | 17673 | |
| e | 17598 | |
| n | 17373 | |
| , | 13653 | |
| 13653 | ||
| ' | 7896 | 5.8% |
| [ | 7568 | 5.5% |
| ] | 7568 | 5.5% |
| / | 4173 | 3.1% |
| Other values (19) | 8323 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 136474 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 20996 | |
| o | 17673 | |
| e | 17598 | |
| n | 17373 | |
| , | 13653 | |
| 13653 | ||
| ' | 7896 | 5.8% |
| [ | 7568 | 5.5% |
| ] | 7568 | 5.5% |
| / | 4173 | 3.1% |
| Other values (19) | 8323 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 136474 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 20996 | |
| o | 17673 | |
| e | 17598 | |
| n | 17373 | |
| , | 13653 | |
| 13653 | ||
| ' | 7896 | 5.8% |
| [ | 7568 | 5.5% |
| ] | 7568 | 5.5% |
| / | 4173 | 3.1% |
| Other values (19) | 8323 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 136474 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 20996 | |
| o | 17673 | |
| e | 17598 | |
| n | 17373 | |
| , | 13653 | |
| 13653 | ||
| ' | 7896 | 5.8% |
| [ | 7568 | 5.5% |
| ] | 7568 | 5.5% |
| / | 4173 | 3.1% |
| Other values (19) | 8323 | 6.1% |
start_dates
Text
| Distinct | 252 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
Length
| Max length | 129 |
|---|---|
| Median length | 112 |
| Mean length | 34.998943 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Nov 2019'] |
|---|---|
| 2nd row | ['Sep 2019'] |
| 3rd row | ['June 2018'] |
| 4th row | ['January 2011', 'January 2008', 'January 2006', 'January 2004', 'January 2001', 'N/A'] |
| 5th row | ['January 2016', 'January 2016', 'January 2012', 'January 2009', 'January 2006'] |
| Value | Count | Frequency (%) |
| 2019 | 2032 | 6.1% |
| january | 1982 | 5.9% |
| 2020 | 1217 | 3.6% |
| may | 1024 | 3.1% |
| jan | 995 | 3.0% |
| june | 749 | 2.2% |
| 2018 | 729 | 2.2% |
| august | 690 | 2.1% |
| 2011 | 677 | 2.0% |
| july | 671 | 2.0% |
| Other values (271) | 22778 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 42226 | |
| 0 | 33135 | |
| 25976 | 9.8% | |
| 2 | 21958 | 8.3% |
| 1 | 18551 | 7.0% |
| , | 13713 | 5.2% |
| 9 | 9302 | 3.5% |
| / | 7928 | 3.0% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (40) | 76947 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 264872 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 42226 | |
| 0 | 33135 | |
| 25976 | 9.8% | |
| 2 | 21958 | 8.3% |
| 1 | 18551 | 7.0% |
| , | 13713 | 5.2% |
| 9 | 9302 | 3.5% |
| / | 7928 | 3.0% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (40) | 76947 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 264872 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 42226 | |
| 0 | 33135 | |
| 25976 | 9.8% | |
| 2 | 21958 | 8.3% |
| 1 | 18551 | 7.0% |
| , | 13713 | 5.2% |
| 9 | 9302 | 3.5% |
| / | 7928 | 3.0% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (40) | 76947 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 264872 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 42226 | |
| 0 | 33135 | |
| 25976 | 9.8% | |
| 2 | 21958 | 8.3% |
| 1 | 18551 | 7.0% |
| , | 13713 | 5.2% |
| 9 | 9302 | 3.5% |
| / | 7928 | 3.0% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (40) | 76947 |
end_dates
Text
| Distinct | 246 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
Length
| Max length | 133 |
|---|---|
| Median length | 105 |
| Mean length | 34.138478 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Till Date'] |
|---|---|
| 2nd row | ['Till Date'] |
| 3rd row | ['Till Date'] |
| 4th row | ['November 2015', 'January 2010', 'January 2008', 'January 2006', 'January 2004', None] |
| 5th row | ['Current', 'January 2016', 'January 2015', 'January 2011', 'January 2009'] |
| Value | Count | Frequency (%) |
| current | 2305 | 7.4% |
| january | 1587 | 5.1% |
| date | 1123 | 3.6% |
| till | 1123 | 3.6% |
| 2020 | 1076 | 3.4% |
| may | 820 | 2.6% |
| august | 651 | 2.1% |
| 2014 | 617 | 2.0% |
| none | 572 | 1.8% |
| ongoing | 564 | 1.8% |
| Other values (233) | 20904 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 41298 | |
| 0 | 26636 | 10.3% |
| 23774 | 9.2% | |
| 2 | 18077 | 7.0% |
| 1 | 13815 | 5.3% |
| , | 13713 | 5.3% |
| r | 9484 | 3.7% |
| e | 9410 | 3.6% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (45) | 87017 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 258360 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 41298 | |
| 0 | 26636 | 10.3% |
| 23774 | 9.2% | |
| 2 | 18077 | 7.0% |
| 1 | 13815 | 5.3% |
| , | 13713 | 5.3% |
| r | 9484 | 3.7% |
| e | 9410 | 3.6% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (45) | 87017 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 258360 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 41298 | |
| 0 | 26636 | 10.3% |
| 23774 | 9.2% | |
| 2 | 18077 | 7.0% |
| 1 | 13815 | 5.3% |
| , | 13713 | 5.3% |
| r | 9484 | 3.7% |
| e | 9410 | 3.6% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (45) | 87017 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 258360 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 41298 | |
| 0 | 26636 | 10.3% |
| 23774 | 9.2% | |
| 2 | 18077 | 7.0% |
| 1 | 13815 | 5.3% |
| , | 13713 | 5.3% |
| r | 9484 | 3.7% |
| e | 9410 | 3.6% |
| ] | 7568 | 2.9% |
| [ | 7568 | 2.9% |
| Other values (45) | 87017 |
| Distinct | 298 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
Length
| Max length | 1138 |
|---|---|
| Median length | 394 |
| Mean length | 179.77762 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | [['Big Data']] |
|---|---|
| 2nd row | [['Data Analysis', 'Business Analysis', 'Machine Learning']] |
| 3rd row | [['Unified Payment Interface', 'Risk Prediction', 'Big Data', 'Spark', 'PySpark']] |
| 4th row | [['accounts receivables', 'banking', 'G/L Accounts', 'accounts payables', 'credit cards', 'reconcile', 'commission reports', 'credit checks', 'customer service', 'international travel'], ['data entry', 'accounts receivable', 'cash handling', 'customer communication', 'inventory reports', 'problem-solving'], ['mortgage processing', 'analytical aptitude', 'credit reports', 'customer communication'], ['commercial auto underwriting', 'data entry', 'application review', 'customer communication'], ['personal auto underwriting', 'data entry', 'policy review', 'customer service'], ['training', 'medical record review', 'data entry', 'document design', 'customer service', 'team performance']] |
| 5th row | [['collections', 'accounts receivable', 'financial reports', 'AR aging', 'customer queries', 'sales and use tax audits'], ['financial statements', 'GAAP', 'asset', 'liability', 'capital account', 'accounting controls', 'audits'], ['sales tax', 'tax returns', 'business licenses', 'annual reports', 'tax audits'], ['financial reporting', 'fixed assets', 'sales tax', 'cash projections', 'general ledger accounting'], ['audit procedures', 'substantive tests', 'internal accounting', 'tests of compliance', 'audit programs']] |
| Value | Count | Frequency (%) |
| management | 4198 | 3.2% |
| none | 3920 | 3.0% |
| data | 2583 | 2.0% |
| analysis | 2363 | 1.8% |
| and | 2037 | 1.6% |
| financial | 2003 | 1.5% |
| development | 1543 | 1.2% |
| learning | 1462 | 1.1% |
| accounting | 1310 | 1.0% |
| sales | 1280 | 1.0% |
| Other values (1436) | 107053 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 137357 | 10.1% |
| 122184 | 9.0% | |
| e | 104363 | 7.7% |
| n | 98158 | 7.2% |
| a | 83710 | 6.2% |
| i | 81743 | 6.0% |
| t | 75306 | 5.5% |
| , | 66012 | 4.9% |
| o | 64777 | 4.8% |
| s | 54931 | 4.0% |
| Other values (65) | 472016 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1360557 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 137357 | 10.1% |
| 122184 | 9.0% | |
| e | 104363 | 7.7% |
| n | 98158 | 7.2% |
| a | 83710 | 6.2% |
| i | 81743 | 6.0% |
| t | 75306 | 5.5% |
| , | 66012 | 4.9% |
| o | 64777 | 4.8% |
| s | 54931 | 4.0% |
| Other values (65) | 472016 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1360557 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 137357 | 10.1% |
| 122184 | 9.0% | |
| e | 104363 | 7.7% |
| n | 98158 | 7.2% |
| a | 83710 | 6.2% |
| i | 81743 | 6.0% |
| t | 75306 | 5.5% |
| , | 66012 | 4.9% |
| o | 64777 | 4.8% |
| s | 54931 | 4.0% |
| Other values (65) | 472016 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1360557 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 137357 | 10.1% |
| 122184 | 9.0% | |
| e | 104363 | 7.7% |
| n | 98158 | 7.2% |
| a | 83710 | 6.2% |
| i | 81743 | 6.0% |
| t | 75306 | 5.5% |
| , | 66012 | 4.9% |
| o | 64777 | 4.8% |
| s | 54931 | 4.0% |
| Other values (65) | 472016 |
positions
Text
| Distinct | 301 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
Length
| Max length | 293 |
|---|---|
| Median length | 148 |
| Mean length | 73.203621 |
| Min length | 7 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Big Data Analyst'] |
|---|---|
| 2nd row | ['Business Analyst'] |
| 3rd row | ['Software Developer (Machine Learning Engineer)'] |
| 4th row | ['Accountant', 'Accounts Receivable Clerk', 'Mortgage Underwriter', 'Commercial Auto Underwriter', 'Personal Auto Underwriter', 'Claims Examiner'] |
| 5th row | ['Staff Accountant', 'Senior Accountant', 'Tax Analyst', 'Staff Accountant II', 'Staff Auditor II'] |
| Value | Count | Frequency (%) |
| manager | 2798 | 5.0% |
| engineering | 2740 | 4.9% |
| engineer | 2488 | 4.4% |
| accountant | 2213 | 4.0% |
| intern | 2104 | 3.8% |
| technician | 1635 | 2.9% |
| analyst | 1544 | 2.8% |
| assistant | 1379 | 2.5% |
| software | 1206 | 2.2% |
| business | 1015 | 1.8% |
| Other values (489) | 36879 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 51894 | 9.4% |
| e | 49804 | 9.0% |
| 48433 | 8.7% | |
| ' | 42398 | 7.7% |
| i | 33814 | 6.1% |
| a | 33046 | 6.0% |
| t | 32326 | 5.8% |
| r | 31795 | 5.7% |
| o | 21520 | 3.9% |
| c | 21194 | 3.8% |
| Other values (51) | 187781 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 554005 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 51894 | 9.4% |
| e | 49804 | 9.0% |
| 48433 | 8.7% | |
| ' | 42398 | 7.7% |
| i | 33814 | 6.1% |
| a | 33046 | 6.0% |
| t | 32326 | 5.8% |
| r | 31795 | 5.7% |
| o | 21520 | 3.9% |
| c | 21194 | 3.8% |
| Other values (51) | 187781 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 554005 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 51894 | 9.4% |
| e | 49804 | 9.0% |
| 48433 | 8.7% | |
| ' | 42398 | 7.7% |
| i | 33814 | 6.1% |
| a | 33046 | 6.0% |
| t | 32326 | 5.8% |
| r | 31795 | 5.7% |
| o | 21520 | 3.9% |
| c | 21194 | 3.8% |
| Other values (51) | 187781 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 554005 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 51894 | 9.4% |
| e | 49804 | 9.0% |
| 48433 | 8.7% | |
| ' | 42398 | 7.7% |
| i | 33814 | 6.1% |
| a | 33046 | 6.0% |
| t | 32326 | 5.8% |
| r | 31795 | 5.7% |
| o | 21520 | 3.9% |
| c | 21194 | 3.8% |
| Other values (51) | 187781 |
locations
Text
| Distinct | 86 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 67 |
| Missing (%) | 0.9% |
| Memory size | 59.8 KiB |
Length
| Max length | 152 |
|---|---|
| Median length | 128 |
| Mean length | 36.40473 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['N/A'] |
|---|---|
| 2nd row | ['N/A'] |
| 3rd row | ['N/A'] |
| 4th row | ['City, State', 'City, State', 'City, State', 'City, State', 'City, State', 'N/A'] |
| 5th row | ['City, State', 'City, State', 'City, State', 'City, State', 'City, State'] |
| Value | Count | Frequency (%) |
| city | 13428 | |
| state | 13033 | |
| 4789 | 11.6% | |
| n/a | 4555 | 11.1% |
| none | 1168 | 2.8% |
| ca | 163 | 0.4% |
| fl | 111 | 0.3% |
| remote | 109 | 0.3% |
| tx | 109 | 0.3% |
| lexington | 88 | 0.2% |
| Other values (103) | 3637 | 8.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 40705 | |
| ' | 40106 | |
| 33622 | ||
| , | 28234 | |
| e | 16022 | 5.8% |
| a | 14669 | 5.3% |
| i | 14550 | 5.3% |
| C | 14154 | 5.1% |
| y | 13605 | 4.9% |
| S | 13384 | 4.9% |
| Other values (44) | 46460 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 275511 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 40705 | |
| ' | 40106 | |
| 33622 | ||
| , | 28234 | |
| e | 16022 | 5.8% |
| a | 14669 | 5.3% |
| i | 14550 | 5.3% |
| C | 14154 | 5.1% |
| y | 13605 | 4.9% |
| S | 13384 | 4.9% |
| Other values (44) | 46460 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 275511 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 40705 | |
| ' | 40106 | |
| 33622 | ||
| , | 28234 | |
| e | 16022 | 5.8% |
| a | 14669 | 5.3% |
| i | 14550 | 5.3% |
| C | 14154 | 5.1% |
| y | 13605 | 4.9% |
| S | 13384 | 4.9% |
| Other values (44) | 46460 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 275511 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 40705 | |
| ' | 40106 | |
| 33622 | ||
| , | 28234 | |
| e | 16022 | 5.8% |
| a | 14669 | 5.3% |
| i | 14550 | 5.3% |
| C | 14154 | 5.1% |
| y | 13605 | 4.9% |
| S | 13384 | 4.9% |
| Other values (44) | 46460 |
responsibilities
Categorical
High correlation  Uniform 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.8 KiB |
| Database Design & Development SQL Query Optimization Data Integrity & Security BI Solutions Development ETL Process Implementation Database Maintenance Backup & Restore Management Index Rebuilding & Performance Tuning SQL Server Clustering & High Availability SQL Server Replication High Availability Group Management Database Monitoring & Troubleshooting | 284 |
|---|---|
| Full Stack Development Front-end: ReactJS, NextJS Backend: Python, Django API Design Server-Side Logic DRF (Django REST Framework) Database Management (PostgreSQL, MySQL) Version Control (Git) AWS (ECR, RDS, ECS, ALB, EC2, etc.) Linux, Docker, CI/CD, GitLab Terraform, Shell Scripting | 283 |
| Design Creation CAD Drawings Design Optimization Team Collaboration Compliance Assurance Design Reviews Manufacturing Support Documentation | 281 |
| Administrative Support Scheduling Filing & Documentation Communication Team Support Equipment Maintenance Information Provision Inventory Management Team Collaboration OHS Policy Development Safety Advice Risk Assessment Policy Review OHS Training Safety Inspections Unsafe Act Prevention Incident Investigation Report Preparation | 281 |
| Machine Learning Leadership Cross-Functional Collaboration Strategy Development ML/NLP Infrastructure Prototype Transformation ML System Design Algorithm Research Application Development Dataset Selection ML Testing Statistical Analysis R&D in ML/NLP Text Representation Data Pipeline Design Statistical Data Analysis Model Training Team Collaboration Research Reporting Algorithm Analysis | 280 |
| Other values (23) |
Length
| Max length | 587 |
|---|---|
| Median length | 197 |
| Mean length | 218.03039 |
| Min length | 72 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Technical Support Troubleshooting Collaboration Documentation System Monitoring Software Deployment Training & Mentorship Industry Trends Field Visits |
|---|---|
| 2nd row | Machine Learning Leadership Cross-Functional Collaboration Strategy Development ML/NLP Infrastructure Prototype Transformation ML System Design Algorithm Research Application Development Dataset Selection ML Testing Statistical Analysis R&D in ML/NLP Text Representation Data Pipeline Design Statistical Data Analysis Model Training Team Collaboration Research Reporting Algorithm Analysis |
| 3rd row | Trade Marketing Executive Brand Visibility, Sales Targets Field Marketing, Campaigns, Product Distribution Brand Head Excel, KPIs Tracking |
| 4th row | Apparel Sourcing Quality Garment Sourcing Reliable Partner Buyer/Vendor Communication |
| 5th row | iOS Lifecycle Requirement Analysis Native Frameworks iOS Development API Integration Technical Communication UI Design Performance Optimization Feature Collaboration Bug Fixing Code Translation High-Performance Development Task Management Cross-Team Collaboration Code Quality |
Common Values
| Value | Count | Frequency (%) |
| Database Design & Development SQL Query Optimization Data Integrity & Security BI Solutions Development ETL Process Implementation Database Maintenance Backup & Restore Management Index Rebuilding & Performance Tuning SQL Server Clustering & High Availability SQL Server Replication High Availability Group Management Database Monitoring & Troubleshooting | 284 | 3.7% |
| Full Stack Development Front-end: ReactJS, NextJS Backend: Python, Django API Design Server-Side Logic DRF (Django REST Framework) Database Management (PostgreSQL, MySQL) Version Control (Git) AWS (ECR, RDS, ECS, ALB, EC2, etc.) Linux, Docker, CI/CD, GitLab Terraform, Shell Scripting | 283 | 3.7% |
| Design Creation CAD Drawings Design Optimization Team Collaboration Compliance Assurance Design Reviews Manufacturing Support Documentation | 281 | 3.7% |
| Administrative Support Scheduling Filing & Documentation Communication Team Support Equipment Maintenance Information Provision Inventory Management Team Collaboration OHS Policy Development Safety Advice Risk Assessment Policy Review OHS Training Safety Inspections Unsafe Act Prevention Incident Investigation Report Preparation | 281 | 3.7% |
| Machine Learning Leadership Cross-Functional Collaboration Strategy Development ML/NLP Infrastructure Prototype Transformation ML System Design Algorithm Research Application Development Dataset Selection ML Testing Statistical Analysis R&D in ML/NLP Text Representation Data Pipeline Design Statistical Data Analysis Model Training Team Collaboration Research Reporting Algorithm Analysis | 280 | 3.7% |
| Mikrotik Router Configuration OLT Device Setup & Management Integration with Billing Software Network Monitoring Tools Integration Connectivity Troubleshooting Technical Support & Escalation Installation & Configuration GPON/EPON Expertise Cisco, OLT, MikroTik Knowledge | 279 | 3.7% |
| Supervision Monitoring Construction Estimation Planning Material Management Project Coordination Quality Assurance Cost Control Inventory Operations Safety Error Escalation Miscellaneous Tasks | 277 | 3.6% |
| Management Trainee Mechanical Systems Maintenance & Troubleshooting Performance Analysis Project Support Process Improvement Training & Development Administrative Support | 277 | 3.6% |
| Apparel Sourcing Quality Garment Sourcing Reliable Partner Buyer/Vendor Communication | 276 | 3.6% |
| Machine Learning Design Data Analysis Model Training AI Integration Innovation Cross-Functional Collaboration Model Deployment Documentation Analytical Skills Communication Team Collaboration | 276 | 3.6% |
| Other values (18) | 4841 |
Length
| Value | Count | Frequency (%) |
| 11385 | 6.0% | |
| management | 5457 | 2.9% |
| development | 4132 | 2.2% |
| design | 3876 | 2.0% |
| data | 3809 | 2.0% |
| collaboration | 3574 | 1.9% |
| support | 3024 | 1.6% |
| analysis | 2752 | 1.4% |
| documentation | 2469 | 1.3% |
| monitoring | 2456 | 1.3% |
| Other values (323) | 147881 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1664662 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1664662 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1664662 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
extra_curricular_activity_types
Text
Missing 
| Distinct | 86 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 4903 |
| Missing (%) | 64.2% |
| Memory size | 59.8 KiB |
Length
| Max length | 123 |
|---|---|
| Median length | 51 |
| Mean length | 26.225842 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Professional Organization', 'Honor Society', 'Honor Society', 'Honor Society'] |
|---|---|
| 2nd row | ['N/A'] |
| 3rd row | ['Award', 'Competition', 'Competition'] |
| 4th row | ['Competition', 'Competition', 'Membership'] |
| 5th row | ['Scholarship'] |
| Value | Count | Frequency (%) |
| volunteering | 441 | 6.6% |
| course | 401 | 6.0% |
| membership | 344 | 5.1% |
| n/a | 203 | 3.0% |
| competition | 181 | 2.7% |
| club | 175 | 2.6% |
| society | 163 | 2.4% |
| data | 163 | 2.4% |
| workshop | 138 | 2.1% |
| learning | 132 | 2.0% |
| Other values (139) | 4351 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 7924 | 11.1% |
| e | 5741 | 8.0% |
| i | 4639 | 6.5% |
| o | 4254 | 5.9% |
| 3960 | 5.5% | |
| r | 3871 | 5.4% |
| n | 3858 | 5.4% |
| t | 3732 | 5.2% |
| a | 2786 | 3.9% |
| [ | 2732 | 3.8% |
| Other values (45) | 28152 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 71649 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 7924 | 11.1% |
| e | 5741 | 8.0% |
| i | 4639 | 6.5% |
| o | 4254 | 5.9% |
| 3960 | 5.5% | |
| r | 3871 | 5.4% |
| n | 3858 | 5.4% |
| t | 3732 | 5.2% |
| a | 2786 | 3.9% |
| [ | 2732 | 3.8% |
| Other values (45) | 28152 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 71649 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 7924 | 11.1% |
| e | 5741 | 8.0% |
| i | 4639 | 6.5% |
| o | 4254 | 5.9% |
| 3960 | 5.5% | |
| r | 3871 | 5.4% |
| n | 3858 | 5.4% |
| t | 3732 | 5.2% |
| a | 2786 | 3.9% |
| [ | 2732 | 3.8% |
| Other values (45) | 28152 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 71649 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 7924 | 11.1% |
| e | 5741 | 8.0% |
| i | 4639 | 6.5% |
| o | 4254 | 5.9% |
| 3960 | 5.5% | |
| r | 3871 | 5.4% |
| n | 3858 | 5.4% |
| t | 3732 | 5.2% |
| a | 2786 | 3.9% |
| [ | 2732 | 3.8% |
| Other values (45) | 28152 |
extra_curricular_organization_names
Text
Missing 
| Distinct | 89 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 4903 |
| Missing (%) | 64.2% |
| Memory size | 59.8 KiB |
Length
| Max length | 186 |
|---|---|
| Median length | 99 |
| Mean length | 31.755857 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ['Ohio Society of CPAs', 'Beta Alpha Psi', 'Golden Key International Honour Society', 'Beta Gamma Sigma'] |
|---|---|
| 2nd row | ['N/A'] |
| 3rd row | ['N/A', 'N/A', 'Young Economist Innovation'] |
| 4th row | ['The ECE Society, BIT Mesra, Ranchi', 'SGGSCC, University of Delhi', 'National Service Scheme'] |
| 5th row | ['KSST'] |
| Value | Count | Frequency (%) |
| n/a | 934 | 8.9% |
| of | 447 | 4.3% |
| society | 277 | 2.6% |
| none | 277 | 2.6% |
| university | 200 | 1.9% |
| and | 160 | 1.5% |
| learning | 153 | 1.5% |
| association | 130 | 1.2% |
| data | 129 | 1.2% |
| 119 | 1.1% | |
| Other values (281) | 7673 |
Most occurring characters
| Value | Count | Frequency (%) |
| 7767 | 9.0% | |
| ' | 7347 | 8.5% |
| e | 5359 | 6.2% |
| o | 4991 | 5.8% |
| n | 4946 | 5.7% |
| i | 4735 | 5.5% |
| t | 4197 | 4.8% |
| a | 4126 | 4.8% |
| r | 3168 | 3.7% |
| [ | 2732 | 3.1% |
| Other values (51) | 37389 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 86757 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 7767 | 9.0% | |
| ' | 7347 | 8.5% |
| e | 5359 | 6.2% |
| o | 4991 | 5.8% |
| n | 4946 | 5.7% |
| i | 4735 | 5.5% |
| t | 4197 | 4.8% |
| a | 4126 | 4.8% |
| r | 3168 | 3.7% |
| [ | 2732 | 3.1% |
| Other values (51) | 37389 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 86757 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 7767 | 9.0% | |
| ' | 7347 | 8.5% |
| e | 5359 | 6.2% |
| o | 4991 | 5.8% |
| n | 4946 | 5.7% |
| i | 4735 | 5.5% |
| t | 4197 | 4.8% |
| a | 4126 | 4.8% |
| r | 3168 | 3.7% |
| [ | 2732 | 3.1% |
| Other values (51) | 37389 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 86757 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 7767 | 9.0% | |
| ' | 7347 | 8.5% |
| e | 5359 | 6.2% |
| o | 4991 | 5.8% |
| n | 4946 | 5.7% |
| i | 4735 | 5.5% |
| t | 4197 | 4.8% |
| a | 4126 | 4.8% |
| r | 3168 | 3.7% |
| [ | 2732 | 3.1% |
| Other values (51) | 37389 |
extra_curricular_organization_links
Categorical
High correlation  Missing 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4903 |
| Missing (%) | 64.2% |
| Memory size | 59.8 KiB |
| [None] | |
|---|---|
| ['N/A'] | |
| [None, None] | |
| [None, None, None] | |
| ['N/A', 'N/A'] | 85 |
| Other values (4) | 92 |
Length
| Max length | 42 |
|---|---|
| Median length | 36 |
| Mean length | 9.1222548 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | [None, None, None, None] |
|---|---|
| 2nd row | ['N/A'] |
| 3rd row | [None, None, None] |
| 4th row | [None, None, None] |
| 5th row | ['N/A'] |
Common Values
| Value | Count | Frequency (%) |
| [None] | 1155 | 15.1% |
| ['N/A'] | 764 | 10.0% |
| [None, None] | 476 | 6.2% |
| [None, None, None] | 160 | 2.1% |
| ['N/A', 'N/A'] | 85 | 1.1% |
| [None, None, None, None] | 47 | 0.6% |
| [None, None, None, None, None, None] | 24 | 0.3% |
| [None, None, None, None, None, None, None] | 20 | 0.3% |
| [None, None, None, None, None] | 1 | < 0.1% |
| (Missing) | 4903 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| none | 3064 | |
| n/a | 934 | 23.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 3998 | |
| o | 3064 | |
| n | 3064 | |
| e | 3064 | |
| [ | 2732 | |
| ] | 2732 | |
| ' | 1868 | |
| , | 1266 | 5.1% |
| 1266 | 5.1% | |
| / | 934 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 3998 | |
| o | 3064 | |
| n | 3064 | |
| e | 3064 | |
| [ | 2732 | |
| ] | 2732 | |
| ' | 1868 | |
| , | 1266 | 5.1% |
| 1266 | 5.1% | |
| / | 934 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 3998 | |
| o | 3064 | |
| n | 3064 | |
| e | 3064 | |
| [ | 2732 | |
| ] | 2732 | |
| ' | 1868 | |
| , | 1266 | 5.1% |
| 1266 | 5.1% | |
| / | 934 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 3998 | |
| o | 3064 | |
| n | 3064 | |
| e | 3064 | |
| [ | 2732 | |
| ] | 2732 | |
| ' | 1868 | |
| , | 1266 | 5.1% |
| 1266 | 5.1% | |
| / | 934 | 3.7% |
role_positions
Text
Missing 
| Distinct | 91 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 4903 |
| Missing (%) | 64.2% |
| Memory size | 59.8 KiB |
Length
| Max length | 236 |
|---|---|
| Median length | 67 |
| Mean length | 30.379209 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | [None, None, None, None] |
|---|---|
| 2nd row | ['N/A'] |
| 3rd row | ['Silver Medal For Economics Junior Award', 'Finalist at business solution PAN India', 'Winner and Runner-Up for 2018 and 2019 respectively'] |
| 4th row | ['Participant', 'Winner', 'Member'] |
| 5th row | ['Scholar'] |
| Value | Count | Frequency (%) |
| n/a | 566 | 5.5% |
| data | 422 | 4.1% |
| member | 408 | 4.0% |
| python | 369 | 3.6% |
| none | 351 | 3.4% |
| participant | 343 | 3.3% |
| with | 277 | 2.7% |
| and | 277 | 2.7% |
| learning | 237 | 2.3% |
| science | 204 | 2.0% |
| Other values (192) | 6809 |
Most occurring characters
| Value | Count | Frequency (%) |
| 7531 | 9.1% | |
| ' | 7272 | 8.8% |
| e | 6197 | 7.5% |
| n | 5205 | 6.3% |
| a | 4843 | 5.8% |
| t | 4546 | 5.5% |
| i | 4348 | 5.2% |
| r | 3953 | 4.8% |
| o | 3788 | 4.6% |
| [ | 2732 | 3.3% |
| Other values (58) | 32581 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82996 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 7531 | 9.1% | |
| ' | 7272 | 8.8% |
| e | 6197 | 7.5% |
| n | 5205 | 6.3% |
| a | 4843 | 5.8% |
| t | 4546 | 5.5% |
| i | 4348 | 5.2% |
| r | 3953 | 4.8% |
| o | 3788 | 4.6% |
| [ | 2732 | 3.3% |
| Other values (58) | 32581 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82996 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 7531 | 9.1% | |
| ' | 7272 | 8.8% |
| e | 6197 | 7.5% |
| n | 5205 | 6.3% |
| a | 4843 | 5.8% |
| t | 4546 | 5.5% |
| i | 4348 | 5.2% |
| r | 3953 | 4.8% |
| o | 3788 | 4.6% |
| [ | 2732 | 3.3% |
| Other values (58) | 32581 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82996 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 7531 | 9.1% | |
| ' | 7272 | 8.8% |
| e | 6197 | 7.5% |
| n | 5205 | 6.3% |
| a | 4843 | 5.8% |
| t | 4546 | 5.5% |
| i | 4348 | 5.2% |
| r | 3953 | 4.8% |
| o | 3788 | 4.6% |
| [ | 2732 | 3.3% |
| Other values (58) | 32581 |
languages
Categorical
High correlation  Missing 
| Distinct | 18 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 7066 |
| Missing (%) | 92.5% |
| Memory size | 59.8 KiB |
| ['English', 'Spanish'] | |
|---|---|
| ['Spanish'] | |
| ['Portuguese'] | 26 |
| ['English', 'Marathi', 'Hindi', 'Gujarati'] | 25 |
| ['English', 'French', 'Italian', 'Greek'] | 25 |
| Other values (13) |
Length
| Max length | 43 |
|---|---|
| Median length | 34 |
| Mean length | 24.936731 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['Spanish'] |
|---|---|
| 2nd row | ['English', 'Spanish'] |
| 3rd row | ['English', 'Spanish'] |
| 4th row | ['English', 'Hebrew'] |
| 5th row | ['English', 'Hebrew'] |
Common Values
| Value | Count | Frequency (%) |
| ['English', 'Spanish'] | 131 | 1.7% |
| ['Spanish'] | 72 | 0.9% |
| ['Portuguese'] | 26 | 0.3% |
| ['English', 'Marathi', 'Hindi', 'Gujarati'] | 25 | 0.3% |
| ['English', 'French', 'Italian', 'Greek'] | 25 | 0.3% |
| ['English', 'Swahili', 'Kalenjin'] | 25 | 0.3% |
| ['Spanish', 'English', 'Portuguese'] | 24 | 0.3% |
| ['English', 'Urdu', 'German'] | 24 | 0.3% |
| ['English', 'Chinese Mandarin'] | 23 | 0.3% |
| ['English', 'Arabic', 'Swedish'] | 23 | 0.3% |
| Other values (8) | 171 | 2.2% |
| (Missing) | 7066 |
Length
| Value | Count | Frequency (%) |
| english | 449 | |
| spanish | 247 | |
| french | 67 | 5.2% |
| portuguese | 50 | 3.8% |
| hindi | 47 | 3.6% |
| mandarin | 44 | 3.4% |
| arabic | 44 | 3.4% |
| marathi | 25 | 1.9% |
| gujarati | 25 | 1.9% |
| italian | 25 | 1.9% |
| Other values (12) | 277 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 2554 | |
| i | 1096 | 7.7% |
| n | 1084 | 7.6% |
| h | 881 | 6.2% |
| s | 857 | 6.0% |
| a | 756 | 5.3% |
| 731 | 5.2% | |
| , | 708 | 5.0% |
| l | 590 | 4.2% |
| ] | 569 | 4.0% |
| Other values (29) | 4363 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14189 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 2554 | |
| i | 1096 | 7.7% |
| n | 1084 | 7.6% |
| h | 881 | 6.2% |
| s | 857 | 6.0% |
| a | 756 | 5.3% |
| 731 | 5.2% | |
| , | 708 | 5.0% |
| l | 590 | 4.2% |
| ] | 569 | 4.0% |
| Other values (29) | 4363 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14189 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 2554 | |
| i | 1096 | 7.7% |
| n | 1084 | 7.6% |
| h | 881 | 6.2% |
| s | 857 | 6.0% |
| a | 756 | 5.3% |
| 731 | 5.2% | |
| , | 708 | 5.0% |
| l | 590 | 4.2% |
| ] | 569 | 4.0% |
| Other values (29) | 4363 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14189 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 2554 | |
| i | 1096 | 7.7% |
| n | 1084 | 7.6% |
| h | 881 | 6.2% |
| s | 857 | 6.0% |
| a | 756 | 5.3% |
| 731 | 5.2% | |
| , | 708 | 5.0% |
| l | 590 | 4.2% |
| ] | 569 | 4.0% |
| Other values (29) | 4363 |
proficiency_levels
Categorical
High correlation  Missing 
| Distinct | 22 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 7066 |
| Missing (%) | 92.5% |
| Memory size | 59.8 KiB |
| ['Fluent', 'Fluent', 'Fluent'] | |
|---|---|
| ['Bilingual', 'Bilingual'] | |
| ['Fluent'] | 27 |
| ['fluent'] | 26 |
| ['N/A', 'N/A', 'N/A', 'N/A'] | 25 |
| Other values (17) |
Length
| Max length | 82 |
|---|---|
| Median length | 36 |
| Mean length | 30.801406 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['N/A'] |
|---|---|
| 2nd row | ['Native Speaker', 'Native Speaker'] |
| 3rd row | ['Fluent', 'Decreased proficiency due to moderate use'] |
| 4th row | ['Fluent', 'Native'] |
| 5th row | ['Fluent', 'Native'] |
Common Values
| Value | Count | Frequency (%) |
| ['Fluent', 'Fluent', 'Fluent'] | 69 | 0.9% |
| ['Bilingual', 'Bilingual'] | 43 | 0.6% |
| ['Fluent'] | 27 | 0.4% |
| ['fluent'] | 26 | 0.3% |
| ['N/A', 'N/A', 'N/A', 'N/A'] | 25 | 0.3% |
| ['Fluent', 'Fluent', 'Fluent', 'Fluent'] | 25 | 0.3% |
| ['Fluent', 'Fluent', 'GCSE level'] | 24 | 0.3% |
| ['Fluent - Full Knowledge', 'Knowledge, but taking classes to become more fluent'] | 24 | 0.3% |
| ['Bilingual', 'Bilingual', 'Fluent reading/writing'] | 24 | 0.3% |
| ['Advanced', 'Fluent'] | 24 | 0.3% |
| Other values (12) | 258 | 3.4% |
| (Missing) | 7066 |
Length
| Value | Count | Frequency (%) |
| fluent | 566 | |
| n/a | 234 | 11.8% |
| bilingual | 134 | 6.8% |
| native | 103 | 5.2% |
| speaker | 60 | 3.0% |
| knowledge | 48 | 2.4% |
| bi-lingual | 46 | 2.3% |
| to | 44 | 2.2% |
| and | 42 | 2.1% |
| proficiency | 42 | 2.1% |
| Other values (29) | 660 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 2474 | |
| e | 1490 | 8.5% |
| 1410 | 8.0% | |
| n | 1164 | 6.6% |
| l | 1116 | 6.4% |
| t | 953 | 5.4% |
| u | 855 | 4.9% |
| i | 794 | 4.5% |
| , | 774 | 4.4% |
| a | 585 | 3.3% |
| Other values (31) | 5911 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17526 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 2474 | |
| e | 1490 | 8.5% |
| 1410 | 8.0% | |
| n | 1164 | 6.6% |
| l | 1116 | 6.4% |
| t | 953 | 5.4% |
| u | 855 | 4.9% |
| i | 794 | 4.5% |
| , | 774 | 4.4% |
| a | 585 | 3.3% |
| Other values (31) | 5911 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17526 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 2474 | |
| e | 1490 | 8.5% |
| 1410 | 8.0% | |
| n | 1164 | 6.6% |
| l | 1116 | 6.4% |
| t | 953 | 5.4% |
| u | 855 | 4.9% |
| i | 794 | 4.5% |
| , | 774 | 4.4% |
| a | 585 | 3.3% |
| Other values (31) | 5911 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17526 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 2474 | |
| e | 1490 | 8.5% |
| 1410 | 8.0% | |
| n | 1164 | 6.6% |
| l | 1116 | 6.4% |
| t | 953 | 5.4% |
| u | 855 | 4.9% |
| i | 794 | 4.5% |
| , | 774 | 4.4% |
| a | 585 | 3.3% |
| Other values (31) | 5911 |
certification_providers
Categorical
High correlation  Missing 
| Distinct | 49 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 6048 |
| Missing (%) | 79.2% |
| Memory size | 59.8 KiB |
| ['N/A'] | |
|---|---|
| ['AWS'] | 47 |
| ['N/A', 'N/A'] | 45 |
| ['Tableau'] | 45 |
| [None] | 44 |
| Other values (44) |
Length
| Max length | 273 |
|---|---|
| Median length | 76 |
| Mean length | 26.040958 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['Ohio Notary Public'] |
|---|---|
| 2nd row | ['Microsoft Certification'] |
| 3rd row | ['AIT'] |
| 4th row | ['Google Cloud'] |
| 5th row | ['N/A'] |
Common Values
| Value | Count | Frequency (%) |
| ['N/A'] | 440 | 5.8% |
| ['AWS'] | 47 | 0.6% |
| ['N/A', 'N/A'] | 45 | 0.6% |
| ['Tableau'] | 45 | 0.6% |
| [None] | 44 | 0.6% |
| ['PTA'] | 25 | 0.3% |
| ['New York State'] | 25 | 0.3% |
| ['IBM'] | 25 | 0.3% |
| ['State of Maine'] | 25 | 0.3% |
| ['Management Leadership Certification', 'Six Sigma Greenbelt certification'] | 24 | 0.3% |
| Other values (39) | 842 | 11.0% |
| (Missing) | 6048 |
Length
| Value | Count | Frequency (%) |
| n/a | 530 | 11.1% |
| certified | 106 | 2.2% |
| aws | 92 | 1.9% |
| scrum | 90 | 1.9% |
| of | 84 | 1.8% |
| state | 71 | 1.5% |
| certification | 71 | 1.5% |
| udemy | 69 | 1.4% |
| 69 | 1.4% | |
| six | 64 | 1.3% |
| Other values (141) | 3518 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 5200 | 12.6% |
| 3177 | 7.7% | |
| e | 2732 | 6.6% |
| a | 1887 | 4.6% |
| n | 1799 | 4.4% |
| i | 1799 | 4.4% |
| o | 1772 | 4.3% |
| t | 1694 | 4.1% |
| r | 1690 | 4.1% |
| [ | 1587 | 3.8% |
| Other values (50) | 17990 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 41327 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 5200 | 12.6% |
| 3177 | 7.7% | |
| e | 2732 | 6.6% |
| a | 1887 | 4.6% |
| n | 1799 | 4.4% |
| i | 1799 | 4.4% |
| o | 1772 | 4.3% |
| t | 1694 | 4.1% |
| r | 1690 | 4.1% |
| [ | 1587 | 3.8% |
| Other values (50) | 17990 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 41327 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 5200 | 12.6% |
| 3177 | 7.7% | |
| e | 2732 | 6.6% |
| a | 1887 | 4.6% |
| n | 1799 | 4.4% |
| i | 1799 | 4.4% |
| o | 1772 | 4.3% |
| t | 1694 | 4.1% |
| r | 1690 | 4.1% |
| [ | 1587 | 3.8% |
| Other values (50) | 17990 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 41327 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 5200 | 12.6% |
| 3177 | 7.7% | |
| e | 2732 | 6.6% |
| a | 1887 | 4.6% |
| n | 1799 | 4.4% |
| i | 1799 | 4.4% |
| o | 1772 | 4.3% |
| t | 1694 | 4.1% |
| r | 1690 | 4.1% |
| [ | 1587 | 3.8% |
| Other values (50) | 17990 |
certification_skills
Categorical
High correlation  Missing 
| Distinct | 32 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 6048 |
| Missing (%) | 79.2% |
| Memory size | 59.8 KiB |
| [None] | |
|---|---|
| [None, None] | |
| [['Python']] | 43 |
| [None, None, None] | 42 |
| [['Python Programming'], ['Python Programming']] | 25 |
| Other values (27) |
Length
| Max length | 272 |
|---|---|
| Median length | 166 |
| Mean length | 23.405167 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [None] |
|---|---|
| 2nd row | [None] |
| 3rd row | [None] |
| 4th row | [None] |
| 5th row | [None] |
Common Values
| Value | Count | Frequency (%) |
| [None] | 666 | 8.7% |
| [None, None] | 222 | 2.9% |
| [['Python']] | 43 | 0.6% |
| [None, None, None] | 42 | 0.6% |
| [['Python Programming'], ['Python Programming']] | 25 | 0.3% |
| [['Data Science']] | 25 | 0.3% |
| [['Tableau Visualization']] | 24 | 0.3% |
| [['HIPAA Compliance']] | 24 | 0.3% |
| [[]] | 24 | 0.3% |
| [['Selenium']] | 24 | 0.3% |
| Other values (22) | 468 | 6.1% |
| (Missing) | 6048 |
Length
| Value | Count | Frequency (%) |
| none | 1368 | |
| python | 249 | 6.0% |
| advanced | 189 | 4.6% |
| intermediate | 147 | 3.6% |
| data | 91 | 2.2% |
| learning | 90 | 2.2% |
| science | 68 | 1.6% |
| sql | 68 | 1.6% |
| and | 67 | 1.6% |
| programming | 50 | 1.2% |
| Other values (69) | 1738 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3460 | 9.3% |
| ' | 3294 | 8.9% |
| n | 3193 | 8.6% |
| [ | 2863 | 7.7% |
| ] | 2863 | 7.7% |
| 2538 | 6.8% | |
| o | 2255 | 6.1% |
| N | 1543 | 4.2% |
| , | 1498 | 4.0% |
| a | 1463 | 3.9% |
| Other values (49) | 12174 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 37144 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3460 | 9.3% |
| ' | 3294 | 8.9% |
| n | 3193 | 8.6% |
| [ | 2863 | 7.7% |
| ] | 2863 | 7.7% |
| 2538 | 6.8% | |
| o | 2255 | 6.1% |
| N | 1543 | 4.2% |
| , | 1498 | 4.0% |
| a | 1463 | 3.9% |
| Other values (49) | 12174 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 37144 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3460 | 9.3% |
| ' | 3294 | 8.9% |
| n | 3193 | 8.6% |
| [ | 2863 | 7.7% |
| ] | 2863 | 7.7% |
| 2538 | 6.8% | |
| o | 2255 | 6.1% |
| N | 1543 | 4.2% |
| , | 1498 | 4.0% |
| a | 1463 | 3.9% |
| Other values (49) | 12174 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 37144 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3460 | 9.3% |
| ' | 3294 | 8.9% |
| n | 3193 | 8.6% |
| [ | 2863 | 7.7% |
| ] | 2863 | 7.7% |
| 2538 | 6.8% | |
| o | 2255 | 6.1% |
| N | 1543 | 4.2% |
| , | 1498 | 4.0% |
| a | 1463 | 3.9% |
| Other values (49) | 12174 |
online_links
Categorical
High correlation  Missing 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 6048 |
| Missing (%) | 79.2% |
| Memory size | 59.8 KiB |
| [None] | |
|---|---|
| [None, None] | |
| ['N/A'] | |
| [None, None, None] | 64 |
| [None, None, None, None] | 44 |
| Other values (2) | 44 |
Length
| Max length | 108 |
|---|---|
| Median length | 6 |
| Mean length | 10.097038 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [None] |
|---|---|
| 2nd row | [None] |
| 3rd row | [None] |
| 4th row | [None] |
| 5th row | ['N/A'] |
Common Values
| Value | Count | Frequency (%) |
| [None] | 950 | 12.4% |
| [None, None] | 325 | 4.3% |
| ['N/A'] | 160 | 2.1% |
| [None, None, None] | 64 | 0.8% |
| [None, None, None, None] | 44 | 0.6% |
| [None, None, None, None, None, None] | 23 | 0.3% |
| [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None] | 21 | 0.3% |
| (Missing) | 6048 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| none | 2484 | |
| n/a | 160 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 2644 | |
| o | 2484 | |
| n | 2484 | |
| e | 2484 | |
| [ | 1587 | |
| ] | 1587 | |
| , | 1057 | 6.6% |
| 1057 | 6.6% | |
| ' | 320 | 2.0% |
| / | 160 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16024 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 2644 | |
| o | 2484 | |
| n | 2484 | |
| e | 2484 | |
| [ | 1587 | |
| ] | 1587 | |
| , | 1057 | 6.6% |
| 1057 | 6.6% | |
| ' | 320 | 2.0% |
| / | 160 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16024 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 2644 | |
| o | 2484 | |
| n | 2484 | |
| e | 2484 | |
| [ | 1587 | |
| ] | 1587 | |
| , | 1057 | 6.6% |
| 1057 | 6.6% | |
| ' | 320 | 2.0% |
| / | 160 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16024 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 2644 | |
| o | 2484 | |
| n | 2484 | |
| e | 2484 | |
| [ | 1587 | |
| ] | 1587 | |
| , | 1057 | 6.6% |
| 1057 | 6.6% | |
| ' | 320 | 2.0% |
| / | 160 | 1.0% |
issue_dates
Categorical
High correlation  Missing 
| Distinct | 30 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 6048 |
| Missing (%) | 79.2% |
| Memory size | 59.8 KiB |
| ['N/A'] | |
|---|---|
| [None] | |
| [None, None] | |
| ['N/A', 'N/A'] | |
| ['N/A', 'N/A', 'N/A'] | 44 |
| Other values (25) |
Length
| Max length | 108 |
|---|---|
| Median length | 36 |
| Mean length | 12.31695 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [None] |
|---|---|
| 2nd row | ['May 2013'] |
| 3rd row | [None] |
| 4th row | [None] |
| 5th row | ['N/A'] |
Common Values
| Value | Count | Frequency (%) |
| ['N/A'] | 508 | 6.7% |
| [None] | 221 | 2.9% |
| [None, None] | 154 | 2.0% |
| ['N/A', 'N/A'] | 105 | 1.4% |
| ['N/A', 'N/A', 'N/A'] | 44 | 0.6% |
| ['03/04/2015'] | 25 | 0.3% |
| ['1981'] | 25 | 0.3% |
| ['2011'] | 25 | 0.3% |
| ['2002'] | 24 | 0.3% |
| ['Feb 2017', 'Mar 2017'] | 24 | 0.3% |
| Other values (20) | 432 | 5.7% |
| (Missing) | 6048 |
Length
| Value | Count | Frequency (%) |
| none | 1105 | |
| n/a | 869 | |
| 2013 | 110 | 3.8% |
| 2021 | 69 | 2.4% |
| 2015 | 64 | 2.2% |
| 2011 | 48 | 1.6% |
| 2017 | 48 | 1.6% |
| feb | 47 | 1.6% |
| 2014 | 46 | 1.6% |
| dec | 45 | 1.5% |
| Other values (18) | 462 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 3056 | |
| N | 2016 | |
| [ | 1587 | 8.1% |
| ] | 1587 | 8.1% |
| 1326 | 6.8% | |
| e | 1258 | 6.4% |
| o | 1170 | 6.0% |
| n | 1105 | 5.7% |
| , | 1057 | 5.4% |
| / | 939 | 4.8% |
| Other values (28) | 4446 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19547 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 3056 | |
| N | 2016 | |
| [ | 1587 | 8.1% |
| ] | 1587 | 8.1% |
| 1326 | 6.8% | |
| e | 1258 | 6.4% |
| o | 1170 | 6.0% |
| n | 1105 | 5.7% |
| , | 1057 | 5.4% |
| / | 939 | 4.8% |
| Other values (28) | 4446 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19547 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 3056 | |
| N | 2016 | |
| [ | 1587 | 8.1% |
| ] | 1587 | 8.1% |
| 1326 | 6.8% | |
| e | 1258 | 6.4% |
| o | 1170 | 6.0% |
| n | 1105 | 5.7% |
| , | 1057 | 5.4% |
| / | 939 | 4.8% |
| Other values (28) | 4446 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19547 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 3056 | |
| N | 2016 | |
| [ | 1587 | 8.1% |
| ] | 1587 | 8.1% |
| 1326 | 6.8% | |
| e | 1258 | 6.4% |
| o | 1170 | 6.0% |
| n | 1105 | 5.7% |
| , | 1057 | 5.4% |
| / | 939 | 4.8% |
| Other values (28) | 4446 |
expiry_dates
Categorical
High correlation  Missing 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 6048 |
| Missing (%) | 79.2% |
| Memory size | 59.8 KiB |
| [None] | |
|---|---|
| [None, None] | |
| ['N/A'] | |
| [None, None, None] | 64 |
| [None, None, None, None] | 44 |
| Other values (6) |
Length
| Max length | 108 |
|---|---|
| Median length | 6 |
| Mean length | 10.647763 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ['February 15, 2021'] |
|---|---|
| 2nd row | [None] |
| 3rd row | [None] |
| 4th row | [None] |
| 5th row | ['N/A'] |
Common Values
| Value | Count | Frequency (%) |
| [None] | 814 | 10.7% |
| [None, None] | 301 | 3.9% |
| ['N/A'] | 227 | 3.0% |
| [None, None, None] | 64 | 0.8% |
| [None, None, None, None] | 44 | 0.6% |
| [None, 'Mar 2018'] | 24 | 0.3% |
| ['2015'] | 24 | 0.3% |
| ['February 15, 2021'] | 23 | 0.3% |
| ['May 2022', None, None, None, None, None] | 23 | 0.3% |
| ['Dec 2016'] | 22 | 0.3% |
| (Missing) | 6048 |
Length
| Value | Count | Frequency (%) |
| none | 2301 | |
| n/a | 227 | 8.2% |
| mar | 24 | 0.9% |
| 2018 | 24 | 0.9% |
| 2015 | 24 | 0.9% |
| february | 23 | 0.8% |
| 15 | 23 | 0.8% |
| 2021 | 23 | 0.8% |
| may | 23 | 0.8% |
| 2022 | 23 | 0.8% |
| Other values (2) | 44 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 2528 | |
| e | 2346 | |
| o | 2301 | |
| n | 2301 | |
| [ | 1587 | |
| ] | 1587 | |
| 1172 | ||
| , | 1080 | |
| ' | 686 | 4.1% |
| / | 227 | 1.3% |
| Other values (16) | 1083 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16898 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 2528 | |
| e | 2346 | |
| o | 2301 | |
| n | 2301 | |
| [ | 1587 | |
| ] | 1587 | |
| 1172 | ||
| , | 1080 | |
| ' | 686 | 4.1% |
| / | 227 | 1.3% |
| Other values (16) | 1083 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16898 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 2528 | |
| e | 2346 | |
| o | 2301 | |
| n | 2301 | |
| [ | 1587 | |
| ] | 1587 | |
| 1172 | ||
| , | 1080 | |
| ' | 686 | 4.1% |
| / | 227 | 1.3% |
| Other values (16) | 1083 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16898 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 2528 | |
| e | 2346 | |
| o | 2301 | |
| n | 2301 | |
| [ | 1587 | |
| ] | 1587 | |
| 1172 | ||
| , | 1080 | |
| ' | 686 | 4.1% |
| / | 227 | 1.3% |
| Other values (16) | 1083 |
job_position_name
Categorical
High correlation  Uniform 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.8 KiB |
| Database Administrator (DBA) | 284 |
|---|---|
| Full Stack Developer (Python,React js) | 283 |
| Mechanical Designer | 281 |
| Asst. Manager/ Manger (Administrative) | 281 |
| Machine Learning (ML) Engineer | 280 |
| Other values (23) |
Length
| Max length | 87 |
|---|---|
| Median length | 38 |
| Mean length | 29.481205 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Senior Software Engineer |
|---|---|
| 2nd row | Machine Learning (ML) Engineer |
| 3rd row | Executive/ Senior Executive- Trade Marketing, Hygiene Products |
| 4th row | Business Development Executive |
| 5th row | Senior iOS Engineer |
Common Values
| Value | Count | Frequency (%) |
| Database Administrator (DBA) | 284 | 3.7% |
| Full Stack Developer (Python,React js) | 283 | 3.7% |
| Mechanical Designer | 281 | 3.7% |
| Asst. Manager/ Manger (Administrative) | 281 | 3.7% |
| Machine Learning (ML) Engineer | 280 | 3.7% |
| Network Support Engineer | 279 | 3.7% |
| Site Engineer | 277 | 3.6% |
| Management Trainee - Mechanical | 277 | 3.6% |
| Business Development Executive | 276 | 3.6% |
| AI Engineer | 276 | 3.6% |
| Other values (18) | 4841 |
Length
| Value | Count | Frequency (%) |
| engineer | 3004 | 10.0% |
| 2413 | 8.1% | |
| executive | 1896 | 6.3% |
| mechanical | 827 | 2.8% |
| senior | 822 | 2.7% |
| administrator | 552 | 1.8% |
| manager | 552 | 1.8% |
| management | 548 | 1.8% |
| ai | 546 | 1.8% |
| data | 544 | 1.8% |
| Other values (61) | 18213 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 28898 | 12.8% |
| 22282 | 9.9% | |
| n | 19096 | 8.5% |
| i | 16094 | 7.2% |
| r | 14710 | 6.5% |
| a | 12874 | 5.7% |
| t | 12018 | 5.3% |
| c | 7356 | 3.3% |
| g | 6838 | 3.0% |
| o | 6799 | 3.0% |
| Other values (43) | 78124 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 225089 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 28898 | 12.8% |
| 22282 | 9.9% | |
| n | 19096 | 8.5% |
| i | 16094 | 7.2% |
| r | 14710 | 6.5% |
| a | 12874 | 5.7% |
| t | 12018 | 5.3% |
| c | 7356 | 3.3% |
| g | 6838 | 3.0% |
| o | 6799 | 3.0% |
| Other values (43) | 78124 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 225089 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 28898 | 12.8% |
| 22282 | 9.9% | |
| n | 19096 | 8.5% |
| i | 16094 | 7.2% |
| r | 14710 | 6.5% |
| a | 12874 | 5.7% |
| t | 12018 | 5.3% |
| c | 7356 | 3.3% |
| g | 6838 | 3.0% |
| o | 6799 | 3.0% |
| Other values (43) | 78124 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 225089 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 28898 | 12.8% |
| 22282 | 9.9% | |
| n | 19096 | 8.5% |
| i | 16094 | 7.2% |
| r | 14710 | 6.5% |
| a | 12874 | 5.7% |
| t | 12018 | 5.3% |
| c | 7356 | 3.3% |
| g | 6838 | 3.0% |
| o | 6799 | 3.0% |
| Other values (43) | 78124 |
educationaL_requirements
Categorical
High correlation 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.8 KiB |
| Bachelor/Honors | |
|---|---|
| Bachelor of Science (BSc) in Computer Science | |
| Bachelor of Science (BSc) in Computer Science & Engineering | |
| Bachelor of Science (BSc) | |
| Bachelor’s degree in Mechanical Engineering from a reputed institute. | 281 |
| Other values (15) |
Length
| Max length | 127 |
|---|---|
| Median length | 75 |
| Mean length | 51.716437 |
| Min length | 15 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B.Sc in Computer Science & Engineering from a reputed university. |
|---|---|
| 2nd row | M.Sc in Computer Science & Engineering or in any relevant discipline from a reputed University |
| 3rd row | Master of Business Administration (MBA) |
| 4th row | Bachelor/Honors |
| 5th row | Bachelor of Science (BSc) in Computer Science |
Common Values
| Value | Count | Frequency (%) |
| Bachelor/Honors | 1634 | |
| Bachelor of Science (BSc) in Computer Science | 558 | 7.3% |
| Bachelor of Science (BSc) in Computer Science & Engineering | 540 | 7.1% |
| Bachelor of Science (BSc) | 539 | 7.1% |
| Bachelor’s degree in Mechanical Engineering from a reputed institute. | 281 | 3.7% |
| M.Sc in Computer Science & Engineering or in any relevant discipline from a reputed University | 280 | 3.7% |
| Diploma, Bachelor/Honors | 279 | 3.7% |
| Fresh graduates with a Bachelor’s degree in Mechanical Engineering or a related field. | 277 | 3.6% |
| Bachelor of Science (BSc) in Civil Engineering | 277 | 3.6% |
| Bachelors or Masters degree in Computer Science, Engineering, or a related field. | 276 | 3.6% |
| Other values (10) | 2694 |
Length
| Value | Count | Frequency (%) |
| in | 5459 | 9.9% |
| science | 4110 | 7.5% |
| of | 4054 | 7.4% |
| engineering | 2743 | 5.0% |
| bachelor | 2454 | 4.5% |
| bsc | 2183 | 4.0% |
| a | 1934 | 3.5% |
| computer | 1927 | 3.5% |
| bachelor/honors | 1913 | 3.5% |
| from | 1635 | 3.0% |
| Other values (45) | 26587 |
Most occurring characters
| Value | Count | Frequency (%) |
| 47101 | 11.9% | |
| e | 41213 | 10.4% |
| n | 33191 | 8.4% |
| i | 30523 | 7.7% |
| r | 24562 | 6.2% |
| c | 22396 | 5.7% |
| o | 22056 | 5.6% |
| a | 19827 | 5.0% |
| s | 14854 | 3.8% |
| B | 13807 | 3.5% |
| Other values (31) | 125325 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 394855 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 47101 | 11.9% | |
| e | 41213 | 10.4% |
| n | 33191 | 8.4% |
| i | 30523 | 7.7% |
| r | 24562 | 6.2% |
| c | 22396 | 5.7% |
| o | 22056 | 5.6% |
| a | 19827 | 5.0% |
| s | 14854 | 3.8% |
| B | 13807 | 3.5% |
| Other values (31) | 125325 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 394855 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 47101 | 11.9% | |
| e | 41213 | 10.4% |
| n | 33191 | 8.4% |
| i | 30523 | 7.7% |
| r | 24562 | 6.2% |
| c | 22396 | 5.7% |
| o | 22056 | 5.6% |
| a | 19827 | 5.0% |
| s | 14854 | 3.8% |
| B | 13807 | 3.5% |
| Other values (31) | 125325 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 394855 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 47101 | 11.9% | |
| e | 41213 | 10.4% |
| n | 33191 | 8.4% |
| i | 30523 | 7.7% |
| r | 24562 | 6.2% |
| c | 22396 | 5.7% |
| o | 22056 | 5.6% |
| a | 19827 | 5.0% |
| s | 14854 | 3.8% |
| B | 13807 | 3.5% |
| Other values (31) | 125325 |
experiencere_requirement
Categorical
High correlation  Missing 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1086 |
| Missing (%) | 14.2% |
| Memory size | 59.8 KiB |
| At least 5 years | |
|---|---|
| At least 1 year | |
| At least 3 years | |
| 1 to 3 years | |
| 3 to 7 years | 283 |
| Other values (12) |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 14.2153 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | At least 1 year |
|---|---|
| 2nd row | At least 5 year(s) |
| 3rd row | At least 3 years |
| 4th row | 1 to 3 years |
| 5th row | At least 4 years |
Common Values
| Value | Count | Frequency (%) |
| At least 5 years | 832 | |
| At least 1 year | 821 | |
| At least 3 years | 816 | |
| 1 to 3 years | 548 | 7.2% |
| 3 to 7 years | 283 | 3.7% |
| At least 5 year(s) | 280 | 3.7% |
| 1 to 2 years | 277 | 3.6% |
| At least 2 years | 275 | 3.6% |
| At least 4 years | 274 | 3.6% |
| 5 to 10 years | 272 | 3.6% |
| Other values (7) | 1871 | |
| (Missing) | 1086 |
Length
| Value | Count | Frequency (%) |
| years | 5448 | |
| at | 3559 | |
| least | 3559 | |
| to | 2990 | |
| 5 | 2726 | |
| 3 | 1912 | 7.3% |
| 1 | 1646 | 6.3% |
| 2 | 1089 | 4.2% |
| year | 821 | 3.1% |
| 4 | 810 | 3.1% |
| Other values (6) | 1636 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 19647 | ||
| e | 10108 | |
| a | 10108 | |
| t | 10108 | |
| s | 9287 | |
| y | 6549 | 7.0% |
| r | 6549 | 7.0% |
| A | 3559 | 3.8% |
| l | 3559 | 3.8% |
| o | 2990 | 3.2% |
| Other values (11) | 10632 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 93096 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 19647 | ||
| e | 10108 | |
| a | 10108 | |
| t | 10108 | |
| s | 9287 | |
| y | 6549 | 7.0% |
| r | 6549 | 7.0% |
| A | 3559 | 3.8% |
| l | 3559 | 3.8% |
| o | 2990 | 3.2% |
| Other values (11) | 10632 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 93096 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 19647 | ||
| e | 10108 | |
| a | 10108 | |
| t | 10108 | |
| s | 9287 | |
| y | 6549 | 7.0% |
| r | 6549 | 7.0% |
| A | 3559 | 3.8% |
| l | 3559 | 3.8% |
| o | 2990 | 3.2% |
| Other values (11) | 10632 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 93096 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 19647 | ||
| e | 10108 | |
| a | 10108 | |
| t | 10108 | |
| s | 9287 | |
| y | 6549 | 7.0% |
| r | 6549 | 7.0% |
| A | 3559 | 3.8% |
| l | 3559 | 3.8% |
| o | 2990 | 3.2% |
| Other values (11) | 10632 |
age_requirement
Categorical
High correlation  Missing 
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3264 |
| Missing (%) | 42.8% |
| Memory size | 59.8 KiB |
| Age 25 to 40 years | |
|---|---|
| Age at least 24 years | |
| Age at least 28 years | |
| Age 25 to 35 years | |
| Age at least 22 years | |
| Other values (9) |
Length
| Max length | 21 |
|---|---|
| Median length | 18 |
| Mean length | 19.00183 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Age 22 to 30 years |
|---|---|
| 2nd row | Age 25 to 40 years |
| 3rd row | Age 22 to 30 years |
| 4th row | Age at least 24 years |
| 5th row | Age at least 28 years |
Common Values
| Value | Count | Frequency (%) |
| Age 25 to 40 years | 824 | 10.8% |
| Age at least 24 years | 281 | 3.7% |
| Age at least 28 years | 281 | 3.7% |
| Age 25 to 35 years | 279 | 3.7% |
| Age at least 22 years | 277 | 3.6% |
| Age 25 to 30 years | 277 | 3.6% |
| Age 22 to 30 years | 276 | 3.6% |
| Age 25 to 32 years | 275 | 3.6% |
| Age 30 to 40 years | 272 | 3.6% |
| Age 20 to 35 years | 270 | 3.5% |
| Other values (4) | 1059 | 13.9% |
| (Missing) | 3264 |
Length
| Value | Count | Frequency (%) |
| age | 4371 | |
| years | 4371 | |
| to | 2736 | |
| 25 | 1655 | 7.6% |
| at | 1635 | 7.5% |
| 40 | 1361 | 6.2% |
| 30 | 1358 | 6.2% |
| least | 1109 | 5.1% |
| 22 | 553 | 2.5% |
| 35 | 549 | 2.5% |
| Other values (7) | 2157 |
Most occurring characters
| Value | Count | Frequency (%) |
| 17484 | ||
| e | 9851 | |
| a | 7115 | |
| s | 6006 | 7.2% |
| t | 6006 | 7.2% |
| A | 4371 | 5.3% |
| r | 4371 | 5.3% |
| g | 4371 | 5.3% |
| y | 4371 | 5.3% |
| 2 | 4129 | 5.0% |
| Other values (9) | 14982 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 83057 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 17484 | ||
| e | 9851 | |
| a | 7115 | |
| s | 6006 | 7.2% |
| t | 6006 | 7.2% |
| A | 4371 | 5.3% |
| r | 4371 | 5.3% |
| g | 4371 | 5.3% |
| y | 4371 | 5.3% |
| 2 | 4129 | 5.0% |
| Other values (9) | 14982 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 83057 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 17484 | ||
| e | 9851 | |
| a | 7115 | |
| s | 6006 | 7.2% |
| t | 6006 | 7.2% |
| A | 4371 | 5.3% |
| r | 4371 | 5.3% |
| g | 4371 | 5.3% |
| y | 4371 | 5.3% |
| 2 | 4129 | 5.0% |
| Other values (9) | 14982 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 83057 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 17484 | ||
| e | 9851 | |
| a | 7115 | |
| s | 6006 | 7.2% |
| t | 6006 | 7.2% |
| A | 4371 | 5.3% |
| r | 4371 | 5.3% |
| g | 4371 | 5.3% |
| y | 4371 | 5.3% |
| 2 | 4129 | 5.0% |
| Other values (9) | 14982 |
responsibilities.1
Categorical
High correlation  Uniform 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.8 KiB |
| Database Design & Development SQL Query Optimization Data Integrity & Security BI Solutions Development ETL Process Implementation Database Maintenance Backup & Restore Management Index Rebuilding & Performance Tuning SQL Server Clustering & High Availability SQL Server Replication High Availability Group Management Database Monitoring & Troubleshooting | 284 |
|---|---|
| Full Stack Development Front-end: ReactJS, NextJS Backend: Python, Django API Design Server-Side Logic DRF (Django REST Framework) Database Management (PostgreSQL, MySQL) Version Control (Git) AWS (ECR, RDS, ECS, ALB, EC2, etc.) Linux, Docker, CI/CD, GitLab Terraform, Shell Scripting | 283 |
| Design Creation CAD Drawings Design Optimization Team Collaboration Compliance Assurance Design Reviews Manufacturing Support Documentation | 281 |
| Administrative Support Scheduling Filing & Documentation Communication Team Support Equipment Maintenance Information Provision Inventory Management Team Collaboration OHS Policy Development Safety Advice Risk Assessment Policy Review OHS Training Safety Inspections Unsafe Act Prevention Incident Investigation Report Preparation | 281 |
| Machine Learning Leadership Cross-Functional Collaboration Strategy Development ML/NLP Infrastructure Prototype Transformation ML System Design Algorithm Research Application Development Dataset Selection ML Testing Statistical Analysis R&D in ML/NLP Text Representation Data Pipeline Design Statistical Data Analysis Model Training Team Collaboration Research Reporting Algorithm Analysis | 280 |
| Other values (23) |
Length
| Max length | 587 |
|---|---|
| Median length | 197 |
| Mean length | 218.03039 |
| Min length | 72 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Technical Support Troubleshooting Collaboration Documentation System Monitoring Software Deployment Training & Mentorship Industry Trends Field Visits |
|---|---|
| 2nd row | Machine Learning Leadership Cross-Functional Collaboration Strategy Development ML/NLP Infrastructure Prototype Transformation ML System Design Algorithm Research Application Development Dataset Selection ML Testing Statistical Analysis R&D in ML/NLP Text Representation Data Pipeline Design Statistical Data Analysis Model Training Team Collaboration Research Reporting Algorithm Analysis |
| 3rd row | Trade Marketing Executive Brand Visibility, Sales Targets Field Marketing, Campaigns, Product Distribution Brand Head Excel, KPIs Tracking |
| 4th row | Apparel Sourcing Quality Garment Sourcing Reliable Partner Buyer/Vendor Communication |
| 5th row | iOS Lifecycle Requirement Analysis Native Frameworks iOS Development API Integration Technical Communication UI Design Performance Optimization Feature Collaboration Bug Fixing Code Translation High-Performance Development Task Management Cross-Team Collaboration Code Quality |
Common Values
| Value | Count | Frequency (%) |
| Database Design & Development SQL Query Optimization Data Integrity & Security BI Solutions Development ETL Process Implementation Database Maintenance Backup & Restore Management Index Rebuilding & Performance Tuning SQL Server Clustering & High Availability SQL Server Replication High Availability Group Management Database Monitoring & Troubleshooting | 284 | 3.7% |
| Full Stack Development Front-end: ReactJS, NextJS Backend: Python, Django API Design Server-Side Logic DRF (Django REST Framework) Database Management (PostgreSQL, MySQL) Version Control (Git) AWS (ECR, RDS, ECS, ALB, EC2, etc.) Linux, Docker, CI/CD, GitLab Terraform, Shell Scripting | 283 | 3.7% |
| Design Creation CAD Drawings Design Optimization Team Collaboration Compliance Assurance Design Reviews Manufacturing Support Documentation | 281 | 3.7% |
| Administrative Support Scheduling Filing & Documentation Communication Team Support Equipment Maintenance Information Provision Inventory Management Team Collaboration OHS Policy Development Safety Advice Risk Assessment Policy Review OHS Training Safety Inspections Unsafe Act Prevention Incident Investigation Report Preparation | 281 | 3.7% |
| Machine Learning Leadership Cross-Functional Collaboration Strategy Development ML/NLP Infrastructure Prototype Transformation ML System Design Algorithm Research Application Development Dataset Selection ML Testing Statistical Analysis R&D in ML/NLP Text Representation Data Pipeline Design Statistical Data Analysis Model Training Team Collaboration Research Reporting Algorithm Analysis | 280 | 3.7% |
| Mikrotik Router Configuration OLT Device Setup & Management Integration with Billing Software Network Monitoring Tools Integration Connectivity Troubleshooting Technical Support & Escalation Installation & Configuration GPON/EPON Expertise Cisco, OLT, MikroTik Knowledge | 279 | 3.7% |
| Supervision Monitoring Construction Estimation Planning Material Management Project Coordination Quality Assurance Cost Control Inventory Operations Safety Error Escalation Miscellaneous Tasks | 277 | 3.6% |
| Management Trainee Mechanical Systems Maintenance & Troubleshooting Performance Analysis Project Support Process Improvement Training & Development Administrative Support | 277 | 3.6% |
| Apparel Sourcing Quality Garment Sourcing Reliable Partner Buyer/Vendor Communication | 276 | 3.6% |
| Machine Learning Design Data Analysis Model Training AI Integration Innovation Cross-Functional Collaboration Model Deployment Documentation Analytical Skills Communication Team Collaboration | 276 | 3.6% |
| Other values (18) | 4841 |
Length
| Value | Count | Frequency (%) |
| 11385 | 6.0% | |
| management | 5457 | 2.9% |
| development | 4132 | 2.2% |
| design | 3876 | 2.0% |
| data | 3809 | 2.0% |
| collaboration | 3574 | 1.9% |
| support | 3024 | 1.6% |
| analysis | 2752 | 1.4% |
| documentation | 2469 | 1.3% |
| monitoring | 2456 | 1.3% |
| Other values (323) | 147881 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1664662 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1664662 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1664662 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 141492 | 8.5% |
| n | 132606 | 8.0% |
| i | 128303 | 7.7% |
| a | 118492 | 7.1% |
| t | 115658 | 6.9% |
| 113410 | 6.8% | |
| o | 106615 | 6.4% |
| r | 79793 | 4.8% |
| 72520 | 4.4% | |
| s | 58738 | 3.5% |
| Other values (54) | 597035 |
skills_required
Categorical
High correlation  Missing  Uniform 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1371 |
| Missing (%) | 18.0% |
| Memory size | 59.8 KiB |
| ASP.NET MVC Strong understanding of database design Database Administrator (DBA) Database management Elasticsearch MongoDB MySQL database NoSQL database REDIS | 284 |
|---|---|
| AutoCAD Solidworks | 281 |
| •Administration •Health Safety and Environment •Safety and Security Management | 281 |
| CCNA (Cisco Certified Network Associate) GPON Hardware & Networking IIG ISP IT Enabled services OLT and ONU | 279 |
| Computer skill Good communication skills Mechanical Engineering Quick learner and hard working | 277 |
| Other values (18) |
Length
| Max length | 163 |
|---|---|
| Median length | 63 |
| Mean length | 71.475894 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Brand Promotion Campaign Management Field Supervision Merchandising promotional activities Trade Marketing |
|---|---|
| 2nd row | Fast typing skill IELTSInternet browsing & online work ability. |
| 3rd row | iOS iOS App Developer iOS Application Development iOS Development Mobile apps Developer (iOS) Native IOS Swift (iOS) Swift UI |
| 4th row | Python R or Java TensorFlow PyTorch Scikit-learn. |
| 5th row | iOS iOS App Developer iOS Application Development iOS Development Mobile apps Developer (iOS) Native IOS Swift (iOS) Swift UI |
Common Values
| Value | Count | Frequency (%) |
| ASP.NET MVC Strong understanding of database design Database Administrator (DBA) Database management Elasticsearch MongoDB MySQL database NoSQL database REDIS | 284 | 3.7% |
| AutoCAD Solidworks | 281 | 3.7% |
| •Administration •Health Safety and Environment •Safety and Security Management | 281 | 3.7% |
| CCNA (Cisco Certified Network Associate) GPON Hardware & Networking IIG ISP IT Enabled services OLT and ONU | 279 | 3.7% |
| Computer skill Good communication skills Mechanical Engineering Quick learner and hard working | 277 | 3.6% |
| AutoCAD Communication and negotiation skills Internet MS Office | 277 | 3.6% |
| Fast typing skill IELTSInternet browsing & online work ability. | 276 | 3.6% |
| Python R or Java TensorFlow PyTorch Scikit-learn. | 276 | 3.6% |
| Brand Promotion Campaign Management Field Supervision Merchandising promotional activities Trade Marketing | 275 | 3.6% |
| Business Analysis Effective communication skills Java REST API Design Soft Skills Software Development | 275 | 3.6% |
| Other values (13) | 3483 | |
| (Missing) | 1371 | 18.0% |
Length
| Value | Count | Frequency (%) |
| and | 2727 | 4.5% |
| ios | 1918 | 3.1% |
| database | 1420 | 2.3% |
| management | 1374 | 2.2% |
| skills | 1104 | 1.8% |
| marketing | 1067 | 1.7% |
| communication | 829 | 1.4% |
| autocad | 828 | 1.4% |
| 823 | 1.3% | |
| development | 823 | 1.3% |
| Other values (148) | 48232 |
Most occurring characters
| Value | Count | Frequency (%) |
| 33881 | 7.6% | |
| e | 33808 | 7.6% |
| a | 31721 | 7.1% |
| n | 30063 | 6.7% |
| i | 29838 | 6.7% |
| o | 24821 | 5.5% |
| t | 24392 | 5.4% |
| 21269 | 4.8% | |
| r | 19618 | 4.4% |
| s | 15115 | 3.4% |
| Other values (48) | 183199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 447725 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 33881 | 7.6% | |
| e | 33808 | 7.6% |
| a | 31721 | 7.1% |
| n | 30063 | 6.7% |
| i | 29838 | 6.7% |
| o | 24821 | 5.5% |
| t | 24392 | 5.4% |
| 21269 | 4.8% | |
| r | 19618 | 4.4% |
| s | 15115 | 3.4% |
| Other values (48) | 183199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 447725 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 33881 | 7.6% | |
| e | 33808 | 7.6% |
| a | 31721 | 7.1% |
| n | 30063 | 6.7% |
| i | 29838 | 6.7% |
| o | 24821 | 5.5% |
| t | 24392 | 5.4% |
| 21269 | 4.8% | |
| r | 19618 | 4.4% |
| s | 15115 | 3.4% |
| Other values (48) | 183199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 447725 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 33881 | 7.6% | |
| e | 33808 | 7.6% |
| a | 31721 | 7.1% |
| n | 30063 | 6.7% |
| i | 29838 | 6.7% |
| o | 24821 | 5.5% |
| t | 24392 | 5.4% |
| 21269 | 4.8% | |
| r | 19618 | 4.4% |
| s | 15115 | 3.4% |
| Other values (48) | 183199 |
matched_score
Real number (ℝ)
| Distinct | 214 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66066707 |
| Minimum | 0 |
|---|---|
| Maximum | 0.97 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 59.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.35 |
| Q1 | 0.57666667 |
| median | 0.68333333 |
| Q3 | 0.79333333 |
| 95-th percentile | 0.85 |
| Maximum | 0.97 |
| Range | 0.97 |
| Interquartile range (IQR) | 0.21666667 |
Descriptive statistics
| Standard deviation | 0.16740477 |
|---|---|
| Coefficient of variation (CV) | 0.25338748 |
| Kurtosis | -0.17073382 |
| Mean | 0.66066707 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | -0.79900472 |
| Sum | 5044.1931 |
| Variance | 0.028024356 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.85 | 1186 | |
| 0.65 | 1066 | |
| 0.716666667 | 513 | 6.7% |
| 0.783333333 | 467 | 6.1% |
| 0.683333333 | 456 | 6.0% |
| 0.35 | 404 | 5.3% |
| 0.75 | 353 | 4.6% |
| 0.816666667 | 333 | 4.4% |
| 0.45 | 187 | 2.4% |
| 0.55 | 169 | 2.2% |
| Other values (204) | 2501 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 2 | |
| 0.083333333 | 2 | |
| 0.09 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.116666667 | 2 | |
| 0.133333333 | 3 | |
| 0.14 | 1 | < 0.1% |
| 0.146666667 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.97 | 1 | < 0.1% |
| 0.95 | 6 | |
| 0.943333333 | 2 | < 0.1% |
| 0.94 | 2 | < 0.1% |
| 0.936666667 | 7 | |
| 0.93 | 1 | < 0.1% |
| 0.926666667 | 6 | |
| 0.923333333 | 1 | < 0.1% |
| 0.92 | 2 | < 0.1% |
| 0.916666667 | 12 |
Interactions
Correlations
| address | age_requirement | certification_providers | certification_skills | company_urls | educationaL_requirements | experiencere_requirement | expiry_dates | extra_curricular_organization_links | issue_dates | languages | matched_score | online_links | proficiency_levels | responsibilities | responsibilities.1 | result_types | skills_required | job_position_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| address | 1.000 | 0.000 | 1.000 | 0.992 | 0.987 | 0.000 | 0.000 | 0.984 | 0.988 | 0.984 | 1.000 | 0.217 | 0.984 | 1.000 | 0.000 | 0.000 | 0.986 | 0.000 | 0.000 |
| age_requirement | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.920 | 0.894 | 0.000 | 0.000 | 0.000 | 0.000 | 0.211 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 |
| certification_providers | 1.000 | 0.000 | 1.000 | 0.844 | 0.694 | 0.000 | 0.000 | 0.960 | 0.809 | 0.895 | 0.997 | 0.212 | 0.925 | 1.000 | 0.000 | 0.000 | 0.836 | 0.000 | 0.000 |
| certification_skills | 0.992 | 0.000 | 0.844 | 1.000 | 0.569 | 0.000 | 0.000 | 0.867 | 0.620 | 0.714 | 0.993 | 0.142 | 0.959 | 0.990 | 0.000 | 0.000 | 0.735 | 0.000 | 0.000 |
| company_urls | 0.987 | 0.000 | 0.694 | 0.569 | 1.000 | 0.000 | 0.000 | 0.411 | 0.508 | 0.675 | 0.836 | 0.102 | 0.446 | 0.897 | 0.000 | 0.000 | 0.360 | 0.000 | 0.000 |
| educationaL_requirements | 0.000 | 0.920 | 0.000 | 0.000 | 0.000 | 1.000 | 0.844 | 0.000 | 0.000 | 0.000 | 0.000 | 0.192 | 0.000 | 0.000 | 0.999 | 0.999 | 0.000 | 1.000 | 0.999 |
| experiencere_requirement | 0.000 | 0.894 | 0.000 | 0.000 | 0.000 | 0.844 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.185 | 0.000 | 0.000 | 0.999 | 0.999 | 0.000 | 0.999 | 0.999 |
| expiry_dates | 0.984 | 0.000 | 0.960 | 0.867 | 0.411 | 0.000 | 0.000 | 1.000 | 0.654 | 0.919 | 0.993 | 0.096 | 0.937 | 0.990 | 0.000 | 0.000 | 0.590 | 0.000 | 0.000 |
| extra_curricular_organization_links | 0.988 | 0.000 | 0.809 | 0.620 | 0.508 | 0.000 | 0.000 | 0.654 | 1.000 | 0.718 | 0.989 | 0.041 | 0.551 | 0.986 | 0.000 | 0.000 | 0.421 | 0.000 | 0.000 |
| issue_dates | 0.984 | 0.000 | 0.895 | 0.714 | 0.675 | 0.000 | 0.000 | 0.919 | 0.718 | 1.000 | 0.931 | 0.152 | 0.928 | 0.993 | 0.000 | 0.000 | 0.720 | 0.000 | 0.000 |
| languages | 1.000 | 0.000 | 0.997 | 0.993 | 0.836 | 0.000 | 0.000 | 0.993 | 0.989 | 0.931 | 1.000 | 0.211 | 0.990 | 0.916 | 0.000 | 0.000 | 0.850 | 0.000 | 0.000 |
| matched_score | 0.217 | 0.211 | 0.212 | 0.142 | 0.102 | 0.192 | 0.185 | 0.096 | 0.041 | 0.152 | 0.211 | 1.000 | 0.119 | 0.214 | 0.225 | 0.225 | 0.104 | 0.227 | 0.225 |
| online_links | 0.984 | 0.000 | 0.925 | 0.959 | 0.446 | 0.000 | 0.000 | 0.937 | 0.551 | 0.928 | 0.990 | 0.119 | 1.000 | 0.987 | 0.000 | 0.000 | 0.493 | 0.000 | 0.000 |
| proficiency_levels | 1.000 | 0.000 | 1.000 | 0.990 | 0.897 | 0.000 | 0.000 | 0.990 | 0.986 | 0.993 | 0.916 | 0.214 | 0.987 | 1.000 | 0.000 | 0.000 | 0.900 | 0.000 | 0.000 |
| responsibilities | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.999 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.225 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 |
| responsibilities.1 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.999 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.225 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 |
| result_types | 0.986 | 0.000 | 0.836 | 0.735 | 0.360 | 0.000 | 0.000 | 0.590 | 0.421 | 0.720 | 0.850 | 0.104 | 0.493 | 0.900 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
| skills_required | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.227 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 |
| job_position_name | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.999 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.225 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 |
Missing values
Sample
| address | career_objective | skills | educational_institution_name | degree_names | passing_years | educational_results | result_types | major_field_of_studies | professional_company_names | company_urls | start_dates | end_dates | related_skils_in_job | positions | locations | responsibilities | extra_curricular_activity_types | extra_curricular_organization_names | extra_curricular_organization_links | role_positions | languages | proficiency_levels | certification_providers | certification_skills | online_links | issue_dates | expiry_dates | job_position_name | educationaL_requirements | experiencere_requirement | age_requirement | responsibilities.1 | skills_required | matched_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | Big data analytics working and database warehouse manager with robust experience in handling all kinds of data. I have also used multiple cloud infrastructure services and am well acquainted with them. Currently in search of role that offers more of development. | ['Big Data', 'Hadoop', 'Hive', 'Python', 'Mapreduce', 'Spark', 'Java', 'Machine Learning', 'Cloud', 'Hdfs', 'YARN', 'Core Java', 'Data Science', 'C++', 'Data Structures', 'DBMS', 'RDBMS', 'Informatica', 'Talend', 'Amazon Redshift', 'Microsoft Azure'] | ['The Amity School of Engineering & Technology (ASET), Noida'] | ['B.Tech'] | ['2019'] | ['N/A'] | [None] | ['Electronics'] | ['Coca-COla'] | [None] | ['Nov 2019'] | ['Till Date'] | [['Big Data']] | ['Big Data Analyst'] | ['N/A'] | Technical Support\nTroubleshooting\nCollaboration\nDocumentation\nSystem Monitoring\nSoftware Deployment\nTraining & Mentorship\nIndustry Trends\nField Visits\n\n\n\n\n | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Senior Software Engineer | B.Sc in Computer Science & Engineering from a reputed university. | At least 1 year | NaN | Technical Support\nTroubleshooting\nCollaboration\nDocumentation\nSystem Monitoring\nSoftware Deployment\nTraining & Mentorship\nIndustry Trends\nField Visits\n\n\n\n\n | NaN | 0.850000 |
| 1 | NaN | Fresher looking to join as a data analyst and junior data scientist. Experienced in creating meaningful data dashboards and evaluation models. | ['Data Analysis', 'Data Analytics', 'Business Analysis', 'R', 'SAS', 'PowerBi', 'Tableau', 'Data Visualization', 'Business Analytics', 'Machine Learning'] | ['Delhi University - Hansraj College', 'Delhi University - Hansraj College'] | ['B.Sc (Maths)', 'M.Sc (Science) (Statistics)'] | ['2015', '2018'] | ['N/A', 'N/A'] | ['N/A', 'N/A'] | ['Mathematics', 'Statistics'] | ['BIB Consultancy'] | ['N/A'] | ['Sep 2019'] | ['Till Date'] | [['Data Analysis', 'Business Analysis', 'Machine Learning']] | ['Business Analyst'] | ['N/A'] | Machine Learning Leadership\nCross-Functional Collaboration\nStrategy Development\nML/NLP Infrastructure\nPrototype Transformation\nML System Design\nAlgorithm Research\nApplication Development\nDataset Selection\nML Testing\nStatistical Analysis\nR&D in ML/NLP\nText Representation\nData Pipeline Design\nStatistical Data Analysis\nModel Training\nTeam Collaboration\nResearch Reporting\nAlgorithm Analysis | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Machine Learning (ML) Engineer | M.Sc in Computer Science & Engineering or in any relevant discipline from a reputed University | At least 5 year(s) | NaN | Machine Learning Leadership\nCross-Functional Collaboration\nStrategy Development\nML/NLP Infrastructure\nPrototype Transformation\nML System Design\nAlgorithm Research\nApplication Development\nDataset Selection\nML Testing\nStatistical Analysis\nR&D in ML/NLP\nText Representation\nData Pipeline Design\nStatistical Data Analysis\nModel Training\nTeam Collaboration\nResearch Reporting\nAlgorithm Analysis | NaN | 0.750000 |
| 2 | NaN | NaN | ['Software Development', 'Machine Learning', 'Deep Learning', 'Risk Assessment', 'Requirement Gathering', 'Application Support', 'JavaScript', 'Python', 'Docker', 'HTML', 'Hive', 'CSS', 'C', 'C++'] | ['Birla Institute of Technology (BIT), Ranchi'] | ['B.Tech'] | ['2018'] | ['N/A'] | ['N/A'] | ['Electronics/Telecommunication'] | ['Axis Bank Limited'] | ['N/A'] | ['June 2018'] | ['Till Date'] | [['Unified Payment Interface', 'Risk Prediction', 'Big Data', 'Spark', 'PySpark']] | ['Software Developer (Machine Learning Engineer)'] | ['N/A'] | Trade Marketing Executive\nBrand Visibility, Sales Targets\nField Marketing, Campaigns, Product Distribution\nBrand Head\nExcel, KPIs Tracking | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Executive/ Senior Executive- Trade Marketing, Hygiene Products | Master of Business Administration (MBA) | At least 3 years | NaN | Trade Marketing Executive\nBrand Visibility, Sales Targets\nField Marketing, Campaigns, Product Distribution\nBrand Head\nExcel, KPIs Tracking | Brand Promotion\nCampaign Management\nField Supervision\nMerchandising\npromotional activities\nTrade Marketing | 0.416667 |
| 3 | NaN | To obtain a position in a fast-paced business office environment, demanding a strong organizational, technical, and interpersonal position utilizing my skills and attributes. | ['accounts payables', 'accounts receivables', 'Accounts Payable', 'Accounts Receivable', 'administrative functions', 'trial balance', 'banking', 'budget', 'bi', 'closing', 'Computer Applications', 'Credit', 'clients', 'Customer Service', 'data entry', 'delivery', 'driving', 'email', 'insurance', 'inventory', 'ledger', 'Access', 'Excel', 'Outlook', 'PowerPoint', 'Word', 'mortgage loan', 'Enterprise', 'policies', 'QuickBooks', 'Sales', 'sales reports', 'telecommunications', 'phone', 'workflow', 'written'] | ['Martinez Adult Education, Business Training Center ï¼ City , State'] | ['Computer Applications Specialist Certificate Program'] | ['2008'] | [None] | [None] | ['Computer Applications'] | ['Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'Company Name ï¼ City , State', 'N/A'] | [None, None, None, None, None, None] | ['January 2011', 'January 2008', 'January 2006', 'January 2004', 'January 2001', 'N/A'] | ['November 2015', 'January 2010', 'January 2008', 'January 2006', 'January 2004', None] | [['accounts receivables', 'banking', 'G/L Accounts', 'accounts payables', 'credit cards', 'reconcile', 'commission reports', 'credit checks', 'customer service', 'international travel'], ['data entry', 'accounts receivable', 'cash handling', 'customer communication', 'inventory reports', 'problem-solving'], ['mortgage processing', 'analytical aptitude', 'credit reports', 'customer communication'], ['commercial auto underwriting', 'data entry', 'application review', 'customer communication'], ['personal auto underwriting', 'data entry', 'policy review', 'customer service'], ['training', 'medical record review', 'data entry', 'document design', 'customer service', 'team performance']] | ['Accountant', 'Accounts Receivable Clerk', 'Mortgage Underwriter', 'Commercial Auto Underwriter', 'Personal Auto Underwriter', 'Claims Examiner'] | ['City, State', 'City, State', 'City, State', 'City, State', 'City, State', 'N/A'] | Apparel Sourcing\nQuality Garment Sourcing\nReliable Partner\nBuyer/Vendor Communication | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Business Development Executive | Bachelor/Honors | 1 to 3 years | Age 22 to 30 years | Apparel Sourcing\nQuality Garment Sourcing\nReliable Partner\nBuyer/Vendor Communication | Fast typing skill\nIELTSInternet browsing & online work ability. | 0.760000 |
| 4 | NaN | Professional accountant with an outstanding work ethic and integrity seeking to make a valuable contribution utilizing strong analytical, organizational, communication, and computer skills. | ['Analytical reasoning', 'Compliance testing knowledge', 'Effective time management', 'Public and private accounting', 'accounting', 'accounting systems', 'accounts payable', 'accounts receivable', 'administrative', 'AR', 'billing', 'closing', 'client', 'clients', 'documentation', 'financial', 'financial reports', 'preparation of financial reports', 'Preparation of financial statements', 'fixed assets', 'managing', 'month-end closing', 'policies', 'maintain records', 'reporting', 'Research', 'sales', 'tax', 'taxes', 'tax returns', 'annual reports', 'year-end'] | ['Kent State University'] | ['Bachelor of Business Administration'] | [None] | ['3.84'] | [None] | ['Accounting'] | ['Company Name', 'Company Name', 'Company Name', 'Company Name', 'Company Name'] | [None, None, None, None, None] | ['January 2016', 'January 2016', 'January 2012', 'January 2009', 'January 2006'] | ['Current', 'January 2016', 'January 2015', 'January 2011', 'January 2009'] | [['collections', 'accounts receivable', 'financial reports', 'AR aging', 'customer queries', 'sales and use tax audits'], ['financial statements', 'GAAP', 'asset', 'liability', 'capital account', 'accounting controls', 'audits'], ['sales tax', 'tax returns', 'business licenses', 'annual reports', 'tax audits'], ['financial reporting', 'fixed assets', 'sales tax', 'cash projections', 'general ledger accounting'], ['audit procedures', 'substantive tests', 'internal accounting', 'tests of compliance', 'audit programs']] | ['Staff Accountant', 'Senior Accountant', 'Tax Analyst', 'Staff Accountant II', 'Staff Auditor II'] | ['City, State', 'City, State', 'City, State', 'City, State', 'City, State'] | iOS Lifecycle\nRequirement Analysis\nNative Frameworks\niOS Development\nAPI Integration\nTechnical Communication\nUI Design\nPerformance Optimization\nFeature Collaboration\nBug Fixing\nCode Translation\nHigh-Performance Development\nTask Management\nCross-Team Collaboration\nCode Quality | ['Professional Organization', 'Honor Society', 'Honor Society', 'Honor Society'] | ['Ohio Society of CPAs', 'Beta Alpha Psi', 'Golden Key International Honour Society', 'Beta Gamma Sigma'] | [None, None, None, None] | [None, None, None, None] | NaN | NaN | ['Ohio Notary Public'] | [None] | [None] | [None] | ['February 15, 2021'] | Senior iOS Engineer | Bachelor of Science (BSc) in Computer Science | At least 4 years | NaN | iOS Lifecycle\nRequirement Analysis\nNative Frameworks\niOS Development\nAPI Integration\nTechnical Communication\nUI Design\nPerformance Optimization\nFeature Collaboration\nBug Fixing\nCode Translation\nHigh-Performance Development\nTask Management\nCross-Team Collaboration\nCode Quality | iOS\niOS App Developer\niOS Application Development\niOS Development\nMobile apps Developer (iOS)\nNative IOS\nSwift (iOS)\nSwift UI | 0.650000 |
| 5 | NaN | To secure an IT specialist, desktop support, network administration, database administrator, technical support specialist or related position with a growing organization where my Microsoft certification, technical aptitude, networking, Windows and Mac OS, Apple and Android IOS, web development, application development, Linux, Microsoft applications, managing, testing, client support, help desk, technical support, troubleshooting, and leadership skills can benefit those who I work for as well as myself. | ['Microsoft Applications', 'Network Security', 'Networking', 'PC hardware and software installation, configuration, and troubleshooting', 'Remote Desktop and Help Desk Management', 'Verbal Communication', 'Technical Support', 'Team Leadership', 'Programming Languages', 'On-call tech support', 'Windows & Mac OS', 'Wiring/Wire Spicing: Cat3, Cat5, Cat5e, Coaxial', 'Management', 'VoIP, TCP/IP, IPSec, ATM, SS7, IPX, DNS, BIND, DHCP, HSRP and LAN/WAN architecture', 'Application Development', 'Voice Over IP Telephone', 'Inventory Management'] | ['Glen Oaks High School', 'Glen Oaks High School'] | ['Bachelor Degree', 'Associate Degree'] | [None, None] | [None, None] | [None, None] | ['Electronics and Communications Engineering Technology', 'Software Development'] | ['N/A', 'Company Name', 'Company Name'] | [None, None, None] | ['August 2006', 'August 2013', 'July 2014'] | ['January 2013', 'September 2014', 'Current'] | [['Microsoft Applications', 'Windows Applications', 'Mac OS and IOS', 'Network routers', 'Cisco ASA firewall', 'Juniper Net-screen', 'LANs, WANs', 'Cloud Experience'], ['Microsoft applications', 'Windows and Mac OS', 'Linux', 'Web Development'], ['Customer Support', 'Technical Support', 'Network Administration', 'Inventory Management']] | ['Engineering Systems Installer', 'IT Technician/QA Tester', 'Installation/Service Technician'] | ['City, State', 'City, State', 'N/A'] | Machine Learning Design\nData Analysis\nModel Training\nAI Integration\nInnovation\nCross-Functional Collaboration\nModel Deployment\nDocumentation\nAnalytical Skills\nCommunication\nTeam Collaboration | NaN | NaN | NaN | NaN | NaN | NaN | ['Microsoft Certification'] | [None] | [None] | ['May 2013'] | [None] | AI Engineer | Bachelors or Masters degree in Computer Science, Engineering, or a related field. | NaN | NaN | Machine Learning Design\nData Analysis\nModel Training\nAI Integration\nInnovation\nCross-Functional Collaboration\nModel Deployment\nDocumentation\nAnalytical Skills\nCommunication\nTeam Collaboration | Python\nR or Java\nTensorFlow\nPyTorch\nScikit-learn. | 0.850000 |
| 6 | NaN | NaN | ['Machine Learning', 'Linear Regression', 'Ridge Regression', 'Lasso Regression', 'Tableau', 'Time Series Analysis'] | ['DJR College and University'] | ['B.Tech'] | ['2020'] | ['N/A'] | ['N/A'] | ['IT'] | ['Remiro Amio'] | ['N/A'] | ['Jan 2019'] | ['Sep 2019'] | [None] | ['Intern'] | ['N/A'] | iOS Lifecycle\nRequirement Analysis\nNative Frameworks\niOS Development\nAPI Integration\nTechnical Communication\nUI Design\nPerformance Optimization\nFeature Collaboration\nBug Fixing\nCode Translation\nHigh-Performance Development\nTask Management\nCross-Team Collaboration\nCode Quality | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Senior iOS Engineer | Bachelor of Science (BSc) in Computer Science | At least 4 years | NaN | iOS Lifecycle\nRequirement Analysis\nNative Frameworks\niOS Development\nAPI Integration\nTechnical Communication\nUI Design\nPerformance Optimization\nFeature Collaboration\nBug Fixing\nCode Translation\nHigh-Performance Development\nTask Management\nCross-Team Collaboration\nCode Quality | iOS\niOS App Developer\niOS Application Development\niOS Development\nMobile apps Developer (iOS)\nNative IOS\nSwift (iOS)\nSwift UI | 0.650000 |
| 7 | NaN | NaN | ['Maintenance', 'Corrective Maintenance', 'Documentation', 'Industrial Machinery', 'Preventive Maintenance', 'Sensors', 'Biotechnology', 'Electrical Mechanical', 'Estimation', 'Hydraulics', 'Mechanical Technician', 'Pneumatics', 'Project Manager', 'Sop', 'Manufacturing Process', 'Apqp', 'Assembly', 'Circuit Boards', 'Dmm', 'Electrical Test', 'Esd', 'First Article Inspection', 'Inspection', 'Medical Devices', 'Oscilloscope', 'Production Process', 'Schematic', 'Soldering', 'Surface Mount', 'Test Engineer', 'Through-hole', 'Wiring', 'Calibration', 'Control Systems', 'Packaging', 'Process Control', 'Sensor', 'Temperature', 'And Humidity', 'Control System Design', 'Electrical Engineer', 'Engineer', 'Entry Level', 'Ieee', 'Mechanical/electrical Engineer', 'Proactive', 'Self Motivated', 'Testing', 'Training', 'Electrical Engineering', 'Pr', 'Public Relations'] | ['POLYTECHNIC UNIVERSITY OF PUERTO RICO'] | ['Bachelor of Science'] | ['2009'] | ['2.50'] | ['GPA'] | ['Electrical Engineering'] | ['Company Name', 'Company Name', 'Company Name'] | [None, None, None] | ['January 2013', 'January 2011', 'January 2005'] | ['Current', 'January 2012', 'January 2011'] | [['Electrical Test', 'Soldering', 'Wiring', 'Troubleshooting'], ['Calibration', 'Troubleshooting', 'Preventive Maintenance', 'Installation'], ['Project Estimation', 'Corrective Maintenance', 'Preventive Maintenance', 'Installation']] | ['Engineering Technician', 'Instrument Technician', 'Project Manager Assistance'] | ['City, State', 'City, State', 'City, State'] | iOS Lifecycle\nRequirement Analysis\nNative Frameworks\niOS Development\nAPI Integration\nTechnical Communication\nUI Design\nPerformance Optimization\nFeature Collaboration\nBug Fixing\nCode Translation\nHigh-Performance Development\nTask Management\nCross-Team Collaboration\nCode Quality | NaN | NaN | NaN | NaN | ['Spanish'] | ['N/A'] | ['AIT'] | [None] | [None] | [None] | [None] | Senior iOS Engineer | Bachelor of Science (BSc) in Computer Science | At least 4 years | NaN | iOS Lifecycle\nRequirement Analysis\nNative Frameworks\niOS Development\nAPI Integration\nTechnical Communication\nUI Design\nPerformance Optimization\nFeature Collaboration\nBug Fixing\nCode Translation\nHigh-Performance Development\nTask Management\nCross-Team Collaboration\nCode Quality | iOS\niOS App Developer\niOS Application Development\niOS Development\nMobile apps Developer (iOS)\nNative IOS\nSwift (iOS)\nSwift UI | 0.650000 |
| 8 | NaN | Certified Data analyst with a degree in Electronics Engineering, I have hands on experience in analyzing & interpreting data with good numerical accuracy. | ['Python', 'Machine Learning', 'MySQL', 'Data Mining', 'Deep Learning', 'Data Analysis', 'Computer Vision', 'Flask API', 'Predictive Modeling', 'AWS', 'Scikit-Learn', 'Numpy', 'Statistical Analysis', 'Multivariate Analysis', 'Decision Trees', 'Random Forest', 'Xgboost', 'NLP'] | ['Nagpur University'] | ['B.Tech/B.E.'] | ['2019'] | ['N/A'] | ['N/A'] | ['Electronics/Telecommunication'] | ['AMZ Loans and Mortgages ERC Analytics'] | ['N/A'] | ['Jun 2019'] | ['till date'] | [['Data Analysis', 'Employee Satisfaction', 'HR Collaboration']] | ['Associate Analyst'] | ['N/A'] | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | NaN | NaN | NaN | NaN | NaN | NaN | ['Google Cloud'] | [None] | [None] | [None] | [None] | Mechanical Engineer | Bachelor of Science (BSc) in Mechanical Engineering, Diploma in Mechanical | 2 to 5 years | Age 25 to 40 years | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | Maintenance and Troubleshooting\nMechanical | 0.550000 |
| 9 | NaN | NaN | ['Django', 'Python', 'Relational databases', 'RestAPI', 'Github', 'Jira', 'PostgreSQL', 'Software development', 'Debugging', 'Machine learning', 'Natural language Processing', 'Artificial Intelligence', 'Data Analysis', 'Docker', 'Tornado', 'Software Developer', 'Project Management'] | ['Dr. Virendra Swaroop Institute of Computer Studies, Kanpur', 'Pranveer Singh Institute of Technology, Kanpur'] | ['BCA', 'MCA'] | ['2016', '2019'] | [None, None] | [None, None] | ['Computers', 'Computers'] | ['Daffodil Software Pvt Ltd'] | [None] | ['Jan 2019'] | ['Till Date'] | [['Developing', 'designing', 'optimizing automation script', 'crons', 'managing database conflicts', 'executing solution']] | ['Software Developer'] | ['N/A'] | Apparel Sourcing\nQuality Garment Sourcing\nReliable Partner\nBuyer/Vendor Communication | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Business Development Executive | Bachelor/Honors | 1 to 3 years | Age 22 to 30 years | Apparel Sourcing\nQuality Garment Sourcing\nReliable Partner\nBuyer/Vendor Communication | Fast typing skill\nIELTSInternet browsing & online work ability. | 0.383333 |
| address | career_objective | skills | educational_institution_name | degree_names | passing_years | educational_results | result_types | major_field_of_studies | professional_company_names | company_urls | start_dates | end_dates | related_skils_in_job | positions | locations | responsibilities | extra_curricular_activity_types | extra_curricular_organization_names | extra_curricular_organization_links | role_positions | languages | proficiency_levels | certification_providers | certification_skills | online_links | issue_dates | expiry_dates | job_position_name | educationaL_requirements | experiencere_requirement | age_requirement | responsibilities.1 | skills_required | matched_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7625 | NaN | NaN | ['PLC', 'IEC 61131 (Ladder Logic, Functional Block Diagram, Structured Text, Instruction List.)', 'Java', 'C', 'Visual Basic', 'VHDL', 'PSpice', 'Assembly (Intel, Motorola, TI)', 'Labview', 'AutoCAD', 'Inventor', 'Matlab', 'Microsoft Office', 'PSIM', 'Easy Power', 'Xilinx ISE', 'Printed Circuit Board CAD (Protel)', 'Siemens Step 7', 'Wago CoDeSys', 'Allen Bradley RSLogix', 'ERP (Alliance, Global Shop, XA, SAP)', 'API', 'automation', 'budgeting', 'cabling', 'CAD', 'Conversion', 'client', 'clients', 'DC', 'Designing', 'flash', 'Functional', 'hardware design', 'HP', 'HVAC', 'instruction', 'Intel', 'microprocessor', 'Modeling', 'Motorola', 'Power distribution', 'power generation', 'processes', 'Programming', 'proposals', 'Renovation', 'renovations', 'safety', 'scheduling', 'schematics', 'Siemens', 'simulation', 'staff management', 'Structured', 'Supervising', 'switchgear', 'tender', 'troubleshoot', 'troubleshooting', 'validation'] | ['University of Oklahoma'] | ['Bachelor of Science'] | ['2006'] | ['3.73'] | ['GPA'] | ['Electrical and Computer Engineering'] | ['Company Name', 'Company Name', 'Company Name', 'Company Name', 'Company Name'] | [None, None, None, None, None] | ['December 2014', 'May 2011', 'October 2008', 'August 2006', 'January 2005'] | ['Current', 'December 2014', 'May 2011', 'October 2008', 'August 2006'] | [['PLC', 'ERP', 'AutoCAD', 'staff management', 'budgeting', 'scheduling'], ['Modeling', 'hardware design', 'simulation', 'verification', 'validation'], ['Designing', 'supervising', 'technical studies', 'trouble shooting'], ['power distribution', 'construction', 'HVAC'], ['design', 'implementation', 'microprocessor']] | ['Engineering Supervisor', 'Electrical Design Engineer', 'Project Engineer', 'Facility Engineer', 'Automation Engineer, Intern'] | ['City , State', 'City , State', 'City , State', 'City , State', 'City , State'] | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Mechanical Engineer | Bachelor of Science (BSc) in Mechanical Engineering, Diploma in Mechanical | 2 to 5 years | Age 25 to 40 years | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | Maintenance and Troubleshooting\nMechanical | 0.826667 |
| 7626 | NaN | Machine Learning Engineer seeking assignments Deep Learning, Reinforcement Learning, Tensorflow. Keras. | ['Artificial Intelligence', 'Deep Learning', 'Reinforcement Learning', 'Tensorflow Keras', 'Scikit learn', 'Numpy', 'Pandas', 'Matplotlib'] | ['IIIT D&M Kancheepuram, Chennai'] | ['B.Tech(IT)'] | ['2019'] | ['N/A'] | ['N/A'] | ['Information Technology'] | ['Larsen & Toubro'] | ['N/A'] | ['Dec 2019'] | ['Till Date'] | [['OCR', 'Machine Learning']] | ['Analyst Intern'] | ['N/A'] | Technical Support\nTroubleshooting\nCollaboration\nDocumentation\nSystem Monitoring\nSoftware Deployment\nTraining & Mentorship\nIndustry Trends\nField Visits\n\n\n\n\n | ['Scholarship'] | ['KSST'] | ['N/A'] | ['Scholar'] | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Senior Software Engineer | B.Sc in Computer Science & Engineering from a reputed university. | At least 1 year | NaN | Technical Support\nTroubleshooting\nCollaboration\nDocumentation\nSystem Monitoring\nSoftware Deployment\nTraining & Mentorship\nIndustry Trends\nField Visits\n\n\n\n\n | NaN | 0.816667 |
| 7627 | NaN | NaN | ['Data Science', 'Data Analysis', 'Machine Learning', 'Deep Learning', 'Statistical Analysis', 'Data Mining', 'Computer Vision', 'Algorithm Development', 'Linear Regression', 'Market Basket Analysis', 'Python', 'R', 'SQL', 'NoSQL'] | ['Delhi College of Art', 'Aegis School of Business & Data Science'] | ['B.Com', 'PG Diploma'] | ['2017', '2019'] | ['N/A', 'N/A'] | ['N/A', 'N/A'] | ['Commerce', 'Data Science and Business Analytics'] | ['HP', 'Adnet Global'] | [None, None] | ['Feb 2020', 'Jan 2019'] | ['till date', 'Dec 2019'] | [['Python'], ['Python', 'OpenCV', 'dlib']] | ['Lead Data Scientist', 'Data Scientist'] | ['N/A', 'N/A'] | Administrative Support\nScheduling\nFiling & Documentation\nCommunication\nTeam Support\nEquipment Maintenance\nInformation Provision\nInventory Management\nTeam Collaboration\nOHS Policy Development\nSafety Advice\nRisk Assessment\nPolicy Review\nOHS Training\nSafety Inspections\nUnsafe Act Prevention\nIncident Investigation\nReport Preparation | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Asst. Manager/ Manger (Administrative) | Bachelor/Honors | At least 5 years | Age at least 28 years | Administrative Support\nScheduling\nFiling & Documentation\nCommunication\nTeam Support\nEquipment Maintenance\nInformation Provision\nInventory Management\nTeam Collaboration\nOHS Policy Development\nSafety Advice\nRisk Assessment\nPolicy Review\nOHS Training\nSafety Inspections\nUnsafe Act Prevention\nIncident Investigation\nReport Preparation | •Administration\n•Health Safety and Environment\n•Safety and Security Management | 0.650000 |
| 7628 | NaN | NaN | ['Microsoft Office', 'Advanced Excel', 'PowerPoint', 'MS Access', 'Atlas', 'Windows 95 - XP', 'Harvard Graphics', 'QuickBooks', 'NGS Systems', 'People Soft', 'SAP', 'Quicken', 'Nanovision', '2-Tier', 'Phoenix (E1)', 'Business Objects', 'Account reconciliations', 'Accounting', 'Accounts payable', 'Accounts receivables', 'Accruals', 'Ad hoc', 'AP', 'Balance sheet', 'Balance', 'Bank reconciliations', 'Billing', 'Bookkeeping', 'Budgeting', 'Budget', 'Charts', 'Oral communication', 'CPA', 'Databases', 'Fluent in English', 'Senior management', 'Finance', 'Financial analysis', 'Financial reports', 'Financial Reporting', 'Financial statements', 'Fixed assets', 'Forecasting', 'General ledger', 'General ledger accounts', 'Government', 'Graphs', 'JDE', 'Lotus Notes', 'Presentations', 'QuickBooks', 'Quicken', 'Reporting', 'SAP', 'SOX compliance', 'Sarbanes Oxley', 'Spanish', 'Tax', 'Variance analysis', 'Excellent written'] | ['Pepperdine University, Graziadio School of Business and Management', 'University of New Orleans'] | ['Master of Business Administration', 'Bachelor of Science'] | ['2008', '2004'] | ['N/A', 'N/A'] | ['N/A', 'N/A'] | ['Business Development Strategy, Management', 'Finance Spanish'] | ['Company Name', 'Company Name', 'Company Name', 'Company Name', 'Company Name', 'Company Name'] | [None, None, None, None, None, None] | ['July 2015', 'July 2008', 'December 2007', 'October 2005', 'June 2005', 'September 2004'] | ['Current', 'July 2015', 'June 2008', 'October 2007', 'August 2005', 'January 2005'] | [None, None, None, None, None, None] | ['Supervisor Accountant', 'Lead Accountant', 'Senior Accountant', 'Senior Financial Analyst', 'General Accountant', 'Accountant'] | ['City, State', 'City, State', 'City, State', 'City, State', 'City, State', 'City, State'] | Database Design & Development\nSQL Query Optimization\nData Integrity & Security\nBI Solutions Development\nETL Process Implementation\nDatabase Maintenance\nBackup & Restore Management\nIndex Rebuilding & Performance Tuning\nSQL Server Clustering & High Availability\nSQL Server Replication\nHigh Availability Group Management\nDatabase Monitoring & Troubleshooting | NaN | NaN | NaN | NaN | ['English', 'Spanish'] | ['Fluent', 'Decreased proficiency due to moderate use'] | NaN | NaN | NaN | NaN | NaN | Database Administrator (DBA) | Bachelor of Science (BSc) in Computer Science | At least 1 year | Age 25 to 40 years | Database Design & Development\nSQL Query Optimization\nData Integrity & Security\nBI Solutions Development\nETL Process Implementation\nDatabase Maintenance\nBackup & Restore Management\nIndex Rebuilding & Performance Tuning\nSQL Server Clustering & High Availability\nSQL Server Replication\nHigh Availability Group Management\nDatabase Monitoring & Troubleshooting | ASP.NET MVC Strong understanding of database design\nDatabase Administrator (DBA)\nDatabase management\nElasticsearch\nMongoDB\nMySQL database\nNoSQL database\nREDIS | 0.676667 |
| 7629 | 160 Bleecker Street, Apartment 4DW New York, NY 10012 | NaN | ['Game Theory', 'Bounded Rationality', 'Cryptography', 'Algorithms', 'Social Networks', 'Analysis of Algorithms', 'Combinatorial Optimizations'] | ['Cornell University, Department of Computer Science', 'Tel Aviv University, Israel'] | ['PhD Candidate, Computer Science', 'B.Sc., Double major in Computer Science and Management'] | ['Present', '2008'] | ['4.1', 'Summa cum laude'] | ['GPA', 'N/A'] | ['Computer Science', 'Computer Science and Management'] | ['Google, AdX group', 'Google, Google Research', 'Intel, Mobile Wireless Group'] | [None, None, None] | ['Summer 2013', 'Summer 2012', '2007'] | [None, None, '2010'] | [['Product Development', 'Algorithm Design', 'Front-end Development'], ['Theoretical Research', 'Data Experiments'], ['Firmware Development', 'Design and Implementation', 'Integration Testing']] | ['Summer Intern', 'Summer Intern', 'FW Developer'] | ['New York, NY', 'Mountain View, CA', 'Petach Tikva, Israel'] | Mushak Forms Maintenance\nVAT Software & MS Office Maintenance\nVAT Ledger Management\nVAT Challan Coordination\nLiaison with VAT Office\nVAT Documentation\nOther Assigned Tasks | ['Volunteering', 'Volunteering'] | ['Intel Israel volunteer network', 'Tel Aviv University'] | [None, None] | ['Math tutor', 'CCNA teacher'] | ['English', 'Hebrew'] | ['Fluent', 'Native'] | NaN | NaN | NaN | NaN | NaN | Executive - VAT | BBA in Accounting and Finance | 1 to 3 years | NaN | Mushak Forms Maintenance\nVAT Software & MS Office Maintenance\nVAT Ledger Management\nVAT Challan Coordination\nLiaison with VAT Office\nVAT Documentation\nOther Assigned Tasks | VAT and Tax | 0.650000 |
| 7630 | Trenton, NJ | Dedicated and well-rounded software engineer with a passion for math, computer science, and elite education. Bringing 12+ years of teaching expertise to help Amazon's Career Fulfillment students feel the same joy and pride in my comprehensive JavaScript computer science program as my past 150+ high school students. Eager to teach the basics, get students the tools they need, and foster their passion to reach their goals. | ['HTML', 'CSS', 'JavaScript (Angular)', 'Python', 'Git', 'Algorithm Design', 'Technical Writing', 'Data Analysis', 'Interpersonal Communication', 'Patience'] | ['Princeton International School of Mathematics and Science', 'New York University'] | ['Master of Science', 'Bachelor of Science'] | ['2015', '2012'] | ['N/A', 'N/A'] | [None, None] | ['Computer Science', 'Computer Science'] | ['Princeton International School of Mathematics and Science', 'HKA Enterprises', 'Academy of Mine'] | ['N/A', 'N/A', 'N/A'] | ['2017', '2014', '2012'] | ['current', '2017', '2014'] | [['JavaScript', 'Teaching', 'Program Development'], ['Technical Support', 'Database Design', 'Software Testing'], ['Agile/Scrum', 'Code Writing', 'CICD']] | ['Computer Science Teacher', 'Software Engineer', 'Junior Software Engineer'] | ['Princeton, NJ', 'Remote', 'Cherry Hill, NJ'] | 15+ Years Banking Experience\nAudit/Inspection/ICC Leadership\nInternal Audit & Compliance\nRisk-Based Operational Reviews\nSystem-Based Audit Expertise\nKnowledge of Bangladeshi Laws | NaN | NaN | NaN | NaN | NaN | NaN | ['AWS', 'CSM'] | [None, None] | [None, None] | [None, None] | [None, None] | Head of Internal Control & Compliance (ICC) - SEVP/DMD | Masters, Master of Business Administration (MBA), Master of Business Management (MBM) | At least 15 years | Age at most 52 years | 15+ Years Banking Experience\nAudit/Inspection/ICC Leadership\nInternal Audit & Compliance\nRisk-Based Operational Reviews\nSystem-Based Audit Expertise\nKnowledge of Bangladeshi Laws | AUDIT AND INSPECTION\nBanking\nInternal Audit | 0.643333 |
| 7631 | NaN | Want to work as a Machine Learning Production Engineer. | ['Machine Learning Engineer', 'Data Analyst', 'Natural Language Processing', 'Deep Learning', 'Reinforcement Learning', 'Tensorflow', 'Keras', 'Scikit Learn', 'Numpy', 'Pandas', 'Matplotlib', 'Python'] | ['AMIT, Bijnor', 'KVIT, Pilani'] | ['B.Tech', 'M.Tech'] | ['2017', 'N/A'] | ['N/A', 'Gold Medalist'] | ['N/A', 'N/A'] | ['Electronics/Telecommunication', 'Advanced Analytics'] | ['Larsen & Toubro'] | [None] | ['Jul 2019'] | ['N/A'] | [None] | ['Analyst Intern'] | ['N/A'] | Data Platform Design\nData Pipeline Development\nETL Processes\nSQL Query Optimization\nData Integration & Transformation\nData Modeling\nStakeholder Collaboration\nData Quality Monitoring\nContinuous Learning | ['Research Assistant & Teaching Assistant'] | ['KVIT'] | [None] | ['N/A'] | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Data Engineer | Bachelor of Science (BSc) | 5 to 8 years | NaN | Data Platform Design\nData Pipeline Development\nETL Processes\nSQL Query Optimization\nData Integration & Transformation\nData Modeling\nStakeholder Collaboration\nData Quality Monitoring\nContinuous Learning | Azure\nBig Data\nData Analytics\nETL Tools\nPower BI\nSQL | 0.650000 |
| 7632 | NaN | Software developer focused in the areas of Machine learning application development. Motivated to learn, grow and excel my experience by challenging myself. | ['Software Engineer', 'Data Analyst', 'Machine Learning', 'Text Analytics', 'Software Development', 'Object Oriented Programming', 'Pandas', 'Numpy', 'Java', 'Python', 'SpringBoot', 'Laravel'] | ['Dr. Jagjiban Rao Engineering College'] | ['B.Tech'] | ['2019'] | [None] | [None] | ['ECE'] | ['KLP Technology Solutions'] | [None] | ['Jan 2019'] | ['till date'] | [['Machine Learning', 'Software Engineering', 'Feature Engineering', 'Evaluation Methods']] | ['Software Engineer'] | ['N/A'] | Mikrotik Router Configuration\nOLT Device Setup & Management\nIntegration with Billing Software\nNetwork Monitoring Tools Integration\nConnectivity Troubleshooting\nTechnical Support & Escalation\nInstallation & Configuration\nGPON/EPON Expertise\nCisco, OLT, MikroTik Knowledge | ['UI/UX Development'] | ['OnDevice Machine Learning'] | [None] | [None] | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Network Support Engineer | Diploma, Bachelor/Honors | At least 3 years | Age 25 to 35 years | Mikrotik Router Configuration\nOLT Device Setup & Management\nIntegration with Billing Software\nNetwork Monitoring Tools Integration\nConnectivity Troubleshooting\nTechnical Support & Escalation\nInstallation & Configuration\nGPON/EPON Expertise\nCisco, OLT, MikroTik Knowledge | CCNA (Cisco Certified Network Associate)\nGPON\nHardware & Networking\nIIG\nISP\nIT Enabled services\nOLT and ONU | 0.760000 |
| 7633 | NaN | NaN | ['Accounting', 'Accounting Software', 'Accounts Payables', 'accounts payable', 'Accounts Receivables', 'accrual', 'administrative', 'administrative support', 'Trial Balance', 'balance', 'Balance Sheet', 'bank reconciliation', 'Bank Reconciliation', 'Bookkeeping', 'book', 'c', 'Driving License', 'Cash Management', 'closing', 'computer peripherals', 'Credit', 'Clients', 'Data Entry', 'email', 'English', 'ERP', 'Finance', 'Financials', 'Financial', 'Fixed Assets', 'Funds', 'General Ledger', 'Hindi', 'Insurance', 'Internet applications', 'Invoicing', 'Languages', 'law', 'legal', 'letters', 'Managing', 'Excel', 'MS Office applications', 'office', 'Outlook', 'PowerPoint', 'Word', 'MIS', 'MYOB', 'negotiating', 'Payroll', 'policies', 'Purchasing', 'QuickBooks', 'Sales', 'sales analysis', 'Secretarial', 'Sound', 'strategy', 'supervision', 'typing speed', 'Xpert'] | ['University of Kerala', 'Mahatma Gandhi University'] | ['M.Com (Master of Commerce)', 'B.Com (Bachelor of Commerce)'] | ['N/A', 'N/A'] | ['N/A', 'N/A'] | ['N/A', 'N/A'] | ['N/A', 'N/A'] | ['Company Name', 'Company Name', 'Company Name', 'Company Name'] | [None, None, None, None] | ['October 2012', 'April 2011', 'July 2008', 'August 2005'] | ['October 2014', 'October 2012', 'April 2011', 'July 2008'] | [['Accounts Payables', 'Financial Transactions', 'Accounting'], ['Accounts Payables', 'Bank Reconciliation', 'Financial Reports'], ['Invoicing', 'Accounts Receivables', 'Payroll'], ['Bookkeeping', 'Bank Reconciliation', 'Sales']] | ['Accountant', 'Accountant - Payables / Accounting Clerk', 'Junior Accountant', 'Accountant cum Secretary'] | ['City', 'City', 'City', 'City'] | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | NaN | NaN | NaN | NaN | ['English', 'Hindi', 'Malayalam'] | ['N/A', 'N/A', 'N/A'] | NaN | NaN | NaN | NaN | NaN | Mechanical Engineer | Bachelor of Science (BSc) in Mechanical Engineering, Diploma in Mechanical | 2 to 5 years | Age 25 to 40 years | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | Maintenance and Troubleshooting\nMechanical | 0.350000 |
| 7634 | NaN | NaN | ['Electronic & Mechanical Technology', 'Maintenance Management', 'Project Management', 'Program Management', 'Lean/six sigma principles', 'Mechanical Component Troubleshooting', 'Quality Assurance/Control', 'Material Management', 'Staff Development/Leadership', 'Technical Interface', 'Safety Compliance', 'Microsoft Office', 'Microsoft Project', 'Microsoft Access', 'SAP', 'SharePoint'] | ['Eastern New Mexico University', 'Embry-Riddle Aeronautical University', 'Enterprise Community College'] | ['MBA', 'Bachelor of Science', 'Associate of Science'] | ['2015', '2008', '2004'] | ['N/A', 'N/A', 'N/A'] | ['N/A', 'N/A', 'N/A'] | ['N/A', 'Professional Aeronautics', 'Airframe & Power Plant Technology'] | ['Company Name', 'Company Name', 'Company Name'] | [None, None, None] | ['02/2018', '08/2011', '03/2001'] | ['Current', '02/2018', 'Current'] | [['Project Management', 'Engineering', 'Technical Coordination'], ['Aircraft Maintenance', 'Technical Support', 'Engineering Change Management', 'Project Planning'], ['Aircraft Maintenance', 'Technical Supervision', 'Quality Control', 'System Calibration']] | ['Engineering Project Manager III', 'Field Engineer/Maintenance Support Engineer', 'Aircraft Mechanic / Electrician / Avionics Technician'] | ['City, State', 'City, State', 'State'] | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | NaN | NaN | NaN | NaN | NaN | NaN | ['FCC', 'A&P'] | [None, None] | [None, None] | ['N/A', 'N/A'] | [None, None] | Mechanical Engineer | Bachelor of Science (BSc) in Mechanical Engineering, Diploma in Mechanical | 2 to 5 years | Age 25 to 40 years | Machinery Maintenance\nTroubleshooting\nReport Preparation\nLog Maintenance | Maintenance and Troubleshooting\nMechanical | 0.716667 |